{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "绘制散点图矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "iris = pd.read_csv('http://image.cador.cn/data/iris.csv')\n",
    "\n",
    "# 参数说明\n",
    "#     figsize=(10,10) 设置画布大小为10x10\n",
    "#     alpha=1，设置透明度，此处设置为不透明\n",
    "#     hist_kwds={\"bins\":20} 设置对角线上直方图参数\n",
    "#     可通过设置diagonal参数为kde将对角图像设置为密度图\n",
    "pd.plotting.scatter_matrix(iris,figsize=(10,10),alpha=1,hist_kwds={\"bins\":20})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用pairplot绘制散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KzMSS/7CuQ8tBaNxrfOqJ+SorFBlHEm1b+eYrLJPmMVbZqiIRkjZJkVLukFLOkFLOAE4G2oA1EdUuAKZ2/90A/DFZ7RlIWjt9NLV39SqaD+B2OdRKimJYE9d/WNfh0Db483mwdLrxeWibmqgoBj9Jtm3lm6+wRAaMscpWFYmQKnevc4GPpJS7I8ovAR6WhjDmNSGEWwgxRkq5P0XtSoj9TfHDDwcodDk40uGj0+cny25LdtMUiowjNG+Kqf9wWx08Ng8a9xjbjXuM7a89D3mj0tdwhaK/JNm24/YthQIyYoxVtqpIhFRNUq4AVpuUjwX2hmzXdJeFTVKEEDdgrLQwYcKEJDXROvsaDfetEgsrKUU5Rh1Pi5exbldS26XIHDLNZtNNr/7DPm/PzTNA4x6jXJFSlN0OMCmw7eHum69s1gIZMsYOd1tV9J2kT2GFEE7gYuBviZ5DSnmflHKWlHLWiBEjBq5xCWIlkWOAQNb5Q0eULmU4kWk2m9HYneCOeLhwTzDKFSlF2e0Ao2w76SibtYCyQ8UgJRUrKRcAb0spD5rs2weMD9ke112W0dQ2tqOJnlWS3nC7VEJHhSISn68LT4eHLt2HQ7NTcv2/aDq0FW9WLs7OVooLJ6LlqAcOxSAnZwRcsbrH1cY9Aa5aAxJDwGx3ortKqPc2RrnAxAqxOszDbSsSwcwOr1gNrhJDRO/zGhOWnBGgJc+WrNquT/fhaffQ5e/CYXNQ6irFrqlgtMORVPyvz8Pc1QvgH8C3hBCPAacCTZmuRwEjsldxrhObFj9strt7IlPXoiYpCgUYE5SdTdUsrlpMbWttMLnj+sObWfnByqCgcqpQ2WYVgxxNg5HHGb7/Pi84XNB8AB65FBr3oE+7iOrz/pdF/+7pC8vOWcYU9xQ+avyIRS8sslQ+tWiqmqgoYhNph3anMUGp2x49cRl5XFImKoFkjvFs16f72NmwM+r+cEzRMWqiMgxJbuYbIXKBzwFPhZQtFEIs7N58FvgY+BD4E3BTMtszUOxrsBZ+GKDAZUcAh46oSYpCAeDp8ARvQGDEyl9ctZgvHvPF4PaiFxZR31GfzmYqFAODphniZPd4kP4wAXP9zIrgBAV6bN/T7gk+zFkpV31FEZdQO8wbBe2HzcX0bXVJuXx9R70l2/W0m98fPO2epLRLkdkkdVoqpWwFSiLKVoT8WwLfTGYbksG+xnYmFudYqmvXNApcDrWSolB006X7TJN62YQtbDvRJF8KRcYSIWD25hSb9oUuvatP5aqvKPpMisX0VpM5dvlj275i+KHWzvqIX5ccaOpg5oQiy8cUqlwpiqGOrhtv4GL4Nof6Its1O2W5ZWE3ovJx5dg1Ow/OeZAmbxNrq9eqJF+KoYWugxBw3UZorYNXluJsq4/qC2W5ZTg0h2m5XZj3HU1o1LbUKo2KIjaRY7TDZbh4hU5UkiimDyRzjLTpyHHeYXNQPq6cS6ZeQqGzMHg/cGiOpLRLkdlYmqQIIbKAy4BJocdIKX+anGZlLp6WTny6tJTIMYA7R01SFEOYQKKwGL7Nkb7I137qWirLK4NL+uXjylk4YyHXb7w+zAfZneVO9zdTKAYGsz5y8T0UVz/PsrMrozQppa5Slp2zLMx//84z7+TRbY+a9p356+crjYoiNrHG6KvWBPVRwbIkBSxxZ7nDbDfWOF+SXcLCGQuj6pVkl8Q4s2IoY3UlZS3QBLwFDOun7X3d4YetalLAWEn56FBLspqkUKSXOInCIn2RV36w0vg8fyU+3Ydds3PthmujfJBXzV2lYuorhgZmfeQf30JbsJ6peaNNE9xNLZrKQxc8xP6W/dR31vP7t3/PFs8Wdjfv5qELHkKXOprQghMU6PHzV31HEUasMfr658PF9EmM7tXY2ciKzSu4dfatwRWSFZtXcMcZd4TZapO3yVSTomx6eGJ1kjJOSnl+UlsySOhLjpQA7m5NipQSIeJHBFMoBhVxfJvNfJFXfrCSecfNY3zBeGpbapWfvWJoE6uPSIlms5s+fAXCDV+z4Zqw8qqaKn4gf0BZXpnqOwprxLI/v9cQ0qcAr99LVU0VVTVVYeU/8P8gqp6yaUUAq5OU/wohTpBSbk1qawYBe+uNScqIvkxScpx0+SVH2n3B5I4KRabS5zwMgURhMXybnTZnlI/x5gOb0YDaI3vQYmhUBIK9R/aqOPmKwUEsXZaJFoWaTXDsXKO8l3wpoX78J5aeyHUnXMfE/IkIBDXNNdiEjfJx5WEPfmZ+/ophTqwx2uGKnyfFxK51QZ9z9ZjdB8y0h7HqRequoO9tUAw+er3rCyG2YqSdsgMLhBAfY7h7CYzgXCcmv4mZxd6GNvKz7bictviVu3EHss43d6hJiiKjsRrLPoxYicK6fZvdjkJTH+O7Xv8VVTVVlI8rN/WzD7iAqTj5iownls//iGnRuSguvgeqn4cTLoMHL4ibL2XZOcv4wzt/4MrjruTRbY9y5XFX8s1/fTOsb4CxwhI4LvAQp1AARk6Uy/8Cf726xw6v/Bs074fHroydJ8XErvWr1lCt+fucq8ed5Ta9D0RqUmLVW/X+qmAerRWfW4HX71X5goYBwogCHGOnEBN7O1hKuXvAWxSHWbNmyU2bNqX6skGueeANahra+MUXT7B8zLbaJn627gMe/dqpnHG08qnMYJLii5dum+0LnnYPFesqoiKwxPUH7iW6l6dlPxUhmpPAOW+dfSu3VN0CGCsnt5/6A3RAIMI0KoH6D13wEKNzRw/sFx4aDHu7TTstB+HP50W/qV6wPjgRCSu/9llYeWGw3HPlaiq2/M603xVnF3Oo7RDz18/n1tm3suSNJVH17p9zP3VtdYzJG8PInJGD4UFN2WwqaTkITy+GGfPAVQTtDcbn32+Mts1uLWHwuAi79lz9FBXvRNtgvHuE1XtLrHqh94vl5y7n56/9vO/3qf6hfPXTQK8jmZRyd/dE5OeBf4eWpaaJmcXe+rY+uXoBFKqs84pBQsL+wJGJwkJcBrwx8qIUOguD21U1Vei6j7K8Mnwx6qs4+YqMJabPf5d5ue6zlC/F6/cGtSmBPmNWz6f7uGbDNUExvUIRhs8LO9bB41fByrnGJ8TPk2Ji196s3ITuEVbvLbHqhd4vXHaX0q0ME6yOZseHbgghbMDJA9+czEbXJTUNbYzI79skpSjg7qWyzisynIAPfCgJ+bjruvEWrnEvTmEzPWeTtyn8GsJw5XLYHKb1VZx8RcZidxoak68+AteuMz6PnQua3Xg7HYp7AtgcYeWBfCmhhPa7QL9s8jaZ1vNLv9KiKHoIGX9pOQg2E/sEc9sMzZMS0LKE4OxsTegeYfXeEqte6P2i3dc+MPcpRcbT6yRFCPFDIUQzcKIQ4kj3XzNwCCMs8bDiUHMnXX7Z50mKy2HDadM41NyRpJYpFANDcXYxy85ZFrwBJOTjHvBj/vN5sHQ6xe/9g2Vn3x12zsryStZWr+25xtl3U+wyNCylrlIqyyuj6qvwk4qMxVUCZ90KG2833lRvvN3Y/mCdoUEJPOgF/P7zRhuf3eXFb69i2dmVMftdoF+urV7LnWfeGVbv7rPv5u87/660KAqDiPGXP58Hvs5o+8wphSsejbbN0DwpAb1hSJ3iwokJ3SOs3lvM6kXeL8blj+v/fUoxKOhVkxKsJMQvpZQ/TEF74pJOn9NNn9Tz5RWvctv5xzJjvPWM8wCLH9/MKUcV8/t5n05S6xQDgPKTJoHoXpFE+jF/9RH0PW9Qf8o1eDU7Tt2Hu2YrjUedhlf6cAo7xa4RaPaelRKf7sPT7qFL78KhqehecVB2m25iaVLm3GVE8zrzFsgdAYXjIL+sJ+pXiI7LLLpXaL8L9Etd1/FLP37pxyZsODUnUsjBFt1I2WyyMLPFir/Buu9G2+fXq0D6UxLdC6zfWyLrubPcNHaG9w1IeXQvpUlJA1bv+n8TQsyMKGsCdkspfbEOEkK4gT8D0zGihF0npXw1ZP/ZGCsyu7qLnsrkLPZ7G9oAGJGf3edji3Id7G9qH+gmKRQDjia0/q1aRPoxu4rQXl1G6avLwqqV3vJetLtBN3bNrkTyisFDLE2Kq8gINxzQANzyXs9DYEDH1Y0Gvfa7fvdLxfDAzBYdOeb22dUeP09KhJ1CfFuNeSqLNmxWz+w41R+GPlYnKcuBmcAWjNnkCcB7QKEQ4kYp5XMxjvsdsEFK+WUhhBPIManzkpTyoj62Oy0kkiMlQEluFrs8Kuu8YogS+rZNiPCY/O0NdJ2/BM/xc/FJHbvQKH1/HY4Q3+d+r94oFOkkVh6K9obwbXu0z3zoComOji71sD4Qq2+oPqMwxcwWu9rM7dPmjJ8nxQSrthdcEfd3xcx3pexY0RtWLaEW+LSUcpaU8mRgBvAx8DlgidkBQohC4LPA/QBSSq+UsrH/TU4fe+vbKMpx4LT3vQOV5Dk5eKQTvx7fvU6hGFRE+kA/e6sRk797laSrq4vqqf/DtRuv58I1c7l24/VUT/0furINl8lAbpaKdRXMeXIOFesqqG6oRpd6Or+VQmEdE999Lv8LbF4dvu0qCTssYPs//e9P+fjIx8xfPz+sD/h0n2nfiFWu+ozC1BaLJkeXXbEaOpvDtSuHthnjeS9YHa99uo+dDTuZv34+F665kPnr57OzYSc+3dfncymGL1Y1Ke9JKaeblQkhNkspZ5gcMwO4D9gGnAS8BXxbStkaUuds4EmgBmMi9D0p5fu9tSWdPqfz7nuNw62d3Hnx9PiVI/jntgM88MonvH77uYwq6Lu7mCIlKD/pRDDzgT52Lly4BKRkv91umvdk5fkrGZM3JvHcLIoAym4zgcjVxNfuhQmze/JSbF4NX6gMc50J2H6s/CcPXfAQ89fPt1w+iPqMstlkYpa3CsLLhA3+VN57nhQTrI7XB1oPxLTdgCvvIBv7lSYlDVh193pfCPFH4LHu7a8C24QQWUCs5AV2DBexm6WUrwshfgf8APhxSJ23gYlSyhYhxIXA34GpkScSQtwA3AAwYYK5D3sq2FPfxqQSM4+1+BTnGi5i+5s61CRlGJApNpsSzHygd6yDC34N7vH4juyNmdsB+pGbRTHgDCu7HWhCffcb98Kry+DViDoX/DpsM2D7sfKfdOldfSofjn1G2awJJjoSILyscW/8PCkmWB2vu/yxbbev51IMX6xOUq4FbgJu6d5+BfgexgSlPMYxNUCNlPL17u0nMCYpQaSUR0L+/awQYrkQolRK6Ymodx/GqgyzZs1Ki7+U16dzoKmDUyYlFuKuJM/wRd7f2M6M8e6BbJoiA8kEm00WUT7EDhf6Gd/GM+saumw2HH4/pTuexy4ENO7FbrdTllsW9bbMrtmpbalFExrXfupaZoyeQaGzkCZvE2ur16qY92lgKNtt0oh8a+0qidZlgakmJTL/SVQfEXbKx5VzydRLGJM7hgJnAQIR7DMrP1gZVn849hllsyaYraREak1i6ahMdFOhOG3OoE2GjdeaE0+7J3hfCOS7MrPp2pZanDYn2fZs03Nl27PDzqV0KsMXS5MUKWU78Nvuv0hM1eBSygNCiL1CiGOllDuAczFcv4IIIUYDB6WUUggxG0Mjc7gvXyBV7Klvwy8lYwoTWwUpyTU6fm2TypWiGLwEfIgXvbCI2tZaynLLuH/O/Rw5+QoWv/DNYFlleSXHvH4f9v/+jtLzl1BZXsniqsVh+3/5+i+pqqkKbq/YvCJs2+0ojN8ghSKdBPRYj80zHvYC2pOtTxr5Uf7xrZ7yyBwU9OSE+MM7f+DOM+/kJ6/8JNhH7jzzTl7Y/QILZywM6zt3nnknj257lIUzFgKw8oOVKk+Eogczm7xiNYw8Lnyi4ioxbPWvV4fbboRuKhJ3ljvKJivLK+nwd3D9xuuDZSs+t4Kl5Uu5peqWmOP+is+t4MYZN4bVWVq+lKbOJhb+c2GwbNk5y5haNFVNVIYhVjUpZwL/B0wkZGIjpZwc57gZGCGInRhC+wUYrmJIKVcIIb4F3Aj4gHbgO1LK//Z2znT5nP5z20G+/vAmfnbJ8Rw9Mr/Px0spufbBN5l/xkT+d+5xSWihYgBQftJxMPMhXnvJWm58/sZo3+Nz/sDoZScDGNG9pl+MT/dh1+zBG1Vo/SAHjrAAACAASURBVFtn38otVbcEt1edv5LSvDEp+maDGmW36SKR/CgRROY/OdB6gPrOeh7Y+gDXnXCdqVYloGFZef5KJHIwvm1WNpssYtlkpNak5SA8vRhmzOtVNxVJLB3Jj077ETf966awstVzV+PVvXTpXdhF9Li//Nzl/Py1n1s6VwboVJQmJQ1Ydfe6H1iMIX73Wz25lHIzMCuieEXI/nuAe6yeL518XGcsGI0udCV0vBCC0jwn+xr7kCtFSti+Dj58HnJKYOY1UDQxoesrFAOBmQ+xJjRz32ObLbjt2HArY6ZdCO7x1LbUht2oAvULnYVh2149ZgomhSIzSCQ/SgShOSH2HtnLNRuuCe6LpVUJlPukj/H5cfJcKIYXsWwyUmvi8xrawR3rwssjdFORxNKRuOyuqLIOfwdleUZWeLNx32V3WT6X0qkMT6xOUpqklOuT2pIMZ5enlUKXg7ysxLNej8jPYs/hNmuVdR2e+Ta8/TA484ykS6/+Hi7+A5z4lYTboFDE81fW/T7q2+vw6j6cWnc2eJth92b+yICpX7Fdc1D7tY042+opfnsVWrevc8APP/LtWeBcgW1Ns1F7ZC9OzY47u5TGriblo6zILEL9+sfN6lk5yXYb2zWbjEh33fos7E707GLqOzzoYPxJiaZpaGjYNUODEniYi6VVKcouonxcOQ7NESxX+SYUgGGTx86NXiGJ1JrYneinL6L+lGvwanacuo/iNx9Gc7h6zZ0Sa/zWhMbS8qUxdYVmx7X72k3P1e4Lf5lbPq7ceBnWrWVJU8Z5RRqw+sRdJYT4DfAU0BkolFK+nZRWZSAf17UyOkE9SoBRBdm89rFFyc1ry40JyvQvw6evNgaal34LT30dNBtM/1K/2qIYpsTxV9b9PqobdrLo3z3+xsvOrmRq0TFoNrupP/LK81ea+ii/sOc//GrTr4xznFfJVFcJGj1++KG6loAmBQhu3/X6r6iqqaJ8XHnU+ZWPsiIjCOSkqLoLTv1GuAbl4nug+nk44TJ48AJo3IN++iKqT76CP7x7L1ced2WUBiVUa1JVU8Xa6rVReq47z7yT3731OxbOWEhxlvGwZqYVU31kmOIqgbNujas10bOLqT75Cha98K2Qsf5upnrb0B6aG1PPUugsjLLJ5ectx+v38sOXfhg2pruzeoIEmY374/LHRZUtO2dZ2IQmMP4HwhmH1lG6laGPVU1KlUmxlFKeM/BN6p10+ZzO+vk/mV5WyDfOmpLwOdZt2c8jr+9m8x2fw53TSwSNphr4/ckw5kQo/7HxFg7A74Xnfgz1H8E3XoIRx1i+tl/382LNi7R0tXDm2DOVwNKcoe8nHcdf2dOynwqTnCYBfYiZP3Isv+IojUmIT3HkW1+3o5DGDg9e3Yem2YITFICl5UtN/fIzwEc5Uxj6dpvJ6Do01wYnIkHcE+DaZ2HlhcFyz6JNVLzwrZh5UUK1Jj7pw6E5KMkuwdPuCdOqbPFsCcs5McjyTYCy2eRhUZMSc6w/5w+UdmsJzY490HqAu167K2zlvMBZwI9e/lFc+zNb7YPoFZHQMk1opvlW0qBbUZqUNGA1ulesMMPDgiMdXXhavAlH9gowqsDIlbL7cFvvk5SXl4Lug9kLeyYoADYnnHWb8bbuya8ZA0eccIEAR7xHuOn5m3i37l0ACpwF/Oazv+GMsWf06/soBiFx/JW9us88bn0vOU1i+RVHaUxCfIpD/fADBETytUf2hvkux/LLVz7KioxA0wz9oFm/0n1h5V7N3mtelEC5RIZpTXy6L0yrEqgfyDmh8k0ogljUpMQc6zVbWFnksV3+LqpqqsLG6AfnPGjJ/szGfaDXstqWWqVbGcZYWhcTQowSQtwvhFjfvX2cEOL65DYtc9hV1wrAGHdiovkAgSSOe+p70aW01RtuXlPOgbyR0ftziuGMm+HAu4b7Vxx0qXPbi7fxvud9rp9+PT869UcUOAtY/O/F7GzYmehXUQxWAj70oYTExndqRk6TUMpyy3BqPZqUyP0Bv+LIYyI1JlZzOES2IeCXH9WmYZgTQpGhxOpXNkdYuVP3heVFCSW0PNK2AzknIusHNClm/VL1kWFKnDE+QMyxXo+IjRRxrJktxroHDIT9xbLtSN2KsvehiVXnvZXARiBgKTvpSew45Nnl6Z6k9HMlZWT3Skqvk5QtfwV/J0z7Quw6E06HSZ+Flyuh4ZNer7l+13pe3vcyX532Vc4ceyaT3ZNZfPJiHJqDH7/yY/yRA5Ji6KHrhgtA414QNsPHOHATi8jfUOwawbKzK4M3hYAmpdjVvb/brzh0f8CvOLRsaflS1lav7TlHH3I4RLZhbfValp+3nOXnLufBOQ+y/NzlrPjcCuWyqMgMdB0kcPXfoeJvhmDePQG+ugrs2XDVGnBPQB83CzpbuO/z91GUVcQvPvOLsD5z55l3srZ6bbCv6FLH0+6htqUWm7Cx/LzlYfUryyuDb5vN+qXKmzJMyRlh2FzF3+DadcbnVWuic/TEGuuFM+b9AYwVjsjxeFLBpAG1v1DbR8KKz62IOve4/HHK3ocBVjUpb0opTxFCvCOl/HR32WYp5YyktzCCdPic3v3cDu6p+pCVC2bjsPVPlHXTqrf43HGjWPLlk8wrrPgf8LXD3MreT9Tqgb8vhKPPgytWmVbx+r1ctOYinDYnPz7tx2GCstf3v869W+7ljtPv4CvHqGhh3Qw9P2kzofxVayAr39A49TG6F5joSbLc7G3eS01zDS67i3ZfO+PyyihsPkyH0HF2tlJcOBGteHLMMKxRzQ5pQ7Yti7rOBiUKjs3Qs9vBgln/+uoj0NUGz/0IWg7BFavRC8qobj/IopCkdX8874/k2F3oSDRhRPfSNC34oGUmhC/OLqbD34FDc1DqKsWuxe6XGR7tSNlssrCazFHX0ZtqqJdevJoNp+6nWDjRCsqg/XDs6I8xgjRMcU+hsbOx3/YX6/wjckbQ4etIZ3QvpUlJA1aje7UKIUow3hchhDgNaOr9kKFD9aEWRhZk93uCAjCyIDu4MhNFw244sAVOvi7+iXJL4YTL4Z2H4ZNXYNKZUVU2frKR/a37uWXmLVGdd/bo2fxrz7+4b8t9fHHKF3HYHFHHK4YAbXU9NyswPh+51NAzuc3zK2g2e69JFCP9ij3tnmCUlQBluWWsOvHblD06zygwSybWC6Ft8LR7gjcsMHyPF72wKJNFwYrhgln/evwqI5ljTffD8mPzqP/ac8EJChg2fOPzN8a04d5sPlZelFj+/ophhplNPjYvevxtq0N7aC6l8ZI+RlDfUZ/U8bi38wdyrgRQ9j70sfrU/R3gH8AUIcQrwMPAzUlrVYax/UAzE4pyBuRc49wuPjzUYr5z5wbjc8Kp1k523MWGRuWFnxnCzQhWb1/NmNwxTC+dHrVPCMEXJn+BA60HePrjp602XzHYsJrYqx/EFO3mhCy99+OaShSsyFh6S+YYsh1TpBzDhpXNKxKmL8kcE7g3JNs2le0rQrEa3ettIcRZwLEYS147gIuBLUlsW0bQ7vWz+3ArMye441e2QJnbxb+2H+JwSycleVnhO7evg8LxUDDW2sns2TD9K/DGvfBxlSG272ZH/Q62erYyb9q8mEug00unMy5vHI9tf4wvTVV5V4YkocnmApiIKHsjnhtJrORezrb6nnNMu4h6mw1vd3LGSBey3oh5fiWSVKQSsySosfpXe0NPcseCsTiFLWjDJ5aeyHUnXEdxltGPdKlHjdG9JcwLTWiXwe5cilQSaptCmNqk7simvrkWr/ThFHaKnbloCdwbzBL6RiZu7A9qvFeEYnmEk1L6pJTvSynfk1J2AXFEE0OD6kPN6BLGFw/QSkqRq/u8Easp7Y2w+xUYb3EVJcAx5xsZjl/4edhqyjMfP4NN2Dh9zOkxDxVCcNb4s/ig/gPeP/x+366rGBwEks31IoTsjYB/cMW6CuY8OYeKdRVUN1SjSz1Yp9hRyLKz744QYN5N8duGVkqfdhHV591OxcYFzFlzIRUbrqW6YSe632epDUoUrEg7AT//P58HS6cbn4e2GQnyIvvX5X+BPW/AOXfAxtvhT+UUr/s+y876LeXjyrl55s0seWMJ12y4hvnr50f1JzC3+crySu567a6Y/VAxTIm0zWdvNWwwxCb1iieobq/rHoPnUrFxAdVt+9Hnr+vzvSGQ0HfJG0tYsHEBS95YwsIZC8MSN/YHNd4rQrEknDc9UIi9Ukpz59gkkmph3F837eXWJ7Zw91dO6ncIYoDDLZ18a/U7/OyL07n6tIk9O7Y+AU9eDxf8BkZ+qm8n3bkBXr0H5j0Gx16AX/fz+Sc/T1luGYtmLur10LauNr7z7+/whSlf4P/O+L++f6GhxdAUc5q9AbYoYLeUJK6pBn39bdTPrMCbU4yzrZ7iXa+izb4emmrwFE+k4rmvxUwQaekrDC5RcKoZmnabSfSWIC9nRHj/cpVAy4Go5I76tIs4NPfXzN94vaWki6E2rwmNu167Kyw3RYYna4yHstmBwsw2j50L594BbR5ob8AzZjoVz5voBuc8SKmw9enekIrEoRk63ivhfBroz/963NmNEMIthHhCCLFdCPGBEOL0iP1CCLFMCPGhEGKLEGJmP9qTFHYcaCbLrgVznPSX4lwnLoeNDw82h+/4+N/gzINS61nkgxx9HuSNhv8sASnZ6tnKobZDzB49O+6hOY4cZo+ZzbO7nqXFG0MroxjcaJohhHSPNz4tTlDAon+wvwtt+zOUPjqPsj/PofTReWivLgN/F6ycGzdBpKWv0C0KLssro9RVmgk3LMVwojf//cj+ZbObJnfUtj+D7u+y7G8favO61MMmKL0dpxhmmNnmjnXGBGXlXHj8KrxgbnfS1+d7Qyo0I2q8VwTo1SlcCLEV88mIAKyE6fkdsEFK+WUhhBOI9Jm6AJja/Xcq8Mfuz4xhx4Fmxha50LSBmUQLIRhb5GLnwYgJwScvwajjITLbqxU0Oxz/JXh9Oex+hZca3kEgOGHECZYOP2vcWby872We3fUslx97ed+vr8ho4oUU7o2Y/sEII++K3QkOV7QP9LFzjUR2167DqdnNfZg1q8EF6ddqkELRb/qi7Qq4MUbU16ddhGZz8PD5D1PfWc8DWx9gi2eLoTVBoB/Zj6Zpprat/PSHKVbGvd50Ud04db+5/WgOPC37w+8NYKwE+ruMMTxvtDHxDpwryZoUhSKUeHf5i4AvmPxdBPT6yl8IUQh8FrgfQErplVI2RlS7BHhYGrwGuIUQ1vw/UsT2A0cYP0CRvQKML3LxwYEjBF3tmvYZSRlHRUfhsszR50K2G15eyos1LzLFPYVcR66lQycXTqYsr4x1H69L/PqKjET3+6hu2EnFhmsHTg9ydiXFz3yvxze/tQ6u/FuPb/Oxc+GsW+GhL8DKubjfX2fuw5xt0TUglh5AV/74ihThKony8+fyvxjlofh9cPA9WH8bXHxPsL4+7SKqz/0h8zdezzUbrmHJG0u4eebNlI8r584z7+Su139J9ZFd6M98x9S2lZ/+MMTquGemO7z8L7B5dXC7WDhNdIOVNPvawu8NjdXohz80XBWXzTA+D77XM/Em+ZoUhSKUhDUpcU8sxAzgPmAbcBLwFvBtKWVrSJ1ngF9JKV/u3v4XcJuUMqZTaSp9Tj0tncz6+fNcfdpELjxh4OZOG947wEOvfsJrPzyX0YXZRpb5p74OFy2FkqMTP/G7j+HZ+ijlE8Zx6dGX8oUpvWStj+Dpj55mzYdr+OeX/8no3NGJt2FwM+T8pD0t+6nYcO3A6UEQFD/zPbTtz/RUcE+A6/8Jus94+6bZYeWFwTd7nitXU7Hld4n7MPemB7CYd2WIM+TsNuNoOQhPL4YZ84zwwu0NxkPgFyrDbbCppkeLEojulTsCT9EEKjYuiOoDy89bzh2v3BFcUVl14rcpffY2U9vOUD/9RFE2G4++jHuRKy6ukqiEjLruN1bUu6N7aZqDeeuvih6XP30rpX/5Uvg1F6yHwnFAajQpGYrSpKSBhEc4IcR9carYgZnAH7uz1LcCP0jwWjcIITYJITbV1dUlcoqE2FZ7BIAJAxTZK8DEEuN8H+w3zs8nL4MzF4qO6t+Jp83lldwCAE4ccWKfDg3oVzZ+srF/bVAA6bPZSAZcD+LzhU9QwLiJ+ruMm1jxUT1lgTbkFPfPhzkFuV4UBplitxmHz2v4+T9+VdDPnx3rom3Q39VjqzWbjHoPzMErzfthQ0cDWzxbgtvenOKYtq389M0Zsjbbl3HPTBcVoTXR7A5K88soK5hAaX4ZHf4O83E5K8IDIzC+d6PymChSSR+cwqO4N87+GqBGSvl69/YTRE9S9gGhEcLGdZeFIaW8D2NVhlmzZiVn6ceEd/ca3mmTR1hzm7JKYNKzbf8RyqeNNPQoI49LTI8SSlY+L4+YQKn3MFNwYv0xFEbljmJSwSTW71rP/OPn968dirTZbCROzR7DFznBrm/FNz+ijrOtPr4Pc2++1wOQ60VhjUyx24wjlg2KEG1WzgjDh9+knlOY98Mmb1N43hRHvqFdUbZtmSFrs0ke92LeGzpbwyu6Jxh2HThOaVIUKSThVzFSyrfi7D8A7BVCHNtddC6G61co/wCu6Y7ydRrQJKXcn2ibBpp3axoZ63aR4+zPXC6a3Cw7I/KzjJWU5oNQ/zGMsiZy7w2f9POK6ODM9g7GvLe2z8fPHj2b9w+/z54je+JXVgwKil0jWHZ2ZbSmxGUtT0oUVvKuRNRxf/KauQ+zo9CoH8/3up+5XhSKfhPL7//ZW8NtNneUqXal2FUa1Q8ryyvZfGBzeN6UF75J9Xn/ix6pdVEMP5I87hVnl0brVMqXUpw/NtrO83pcwN2Owt7Hc4ViAOlVkyKEeJpeQg1LKS/u9eSGLuXPgBP4GFgAfLX72BVCCAHcA5wPtAELetOjQOp8TqWUnPKL5/nUmAJuOrsfOpEY/L/ndtDQ5uWFC1vg8YrE8qNEsLnpI65+97f8xJfHpQd28e5Vq/Fn5Vk+/nD7Yb7/4ve5+dM3c8OJN/SrLYOUIekn3Z/oXuYntBBxJqSOx2Yz9ccP6mKs+F6r6F69MSTtNuOIzOr97K2Gy1eAgM0G8qSERkdqP4z+zHfCcgm5P3kNzxk3Mt9MM6b8+xNiyNlsMse9loPor9xD/SnX4NXsOHUfxW8+jPY/i6GrLWZ0r4HQOQ5SlCYlDcR7Uvl//Tm5lHIzMCuieEXIfgl8sz/XSBb7mzrwtHg5eoT1h/y+MLE4h3f2NODb8wZ2zQ7Fk/t9zhfr30cgGD+pHNvebZRuX8/Bk75i+fgSVwlHu49m/a71w3WSMiTRbPaBvXkE/J8t1vEe2du7LsaK77WVayoUySTUBhv3hk9QoMdmbfagyDiIz2vkEorQc+mnfV359ytik8xxz+dFe3UZpa8uCy8/9QZDyxKDgdA5KhRW6XWSIqX8T6oakmn06FGSM0mZUJKDLqFj1+vkFU8Ge1a/z/lS/XtMyRmDVjyFIyVTGLXlKQ5NvxTZh7fmp44+lVXbV1HdUM3Uoqn9bpNiCBDxNs+X7cbTcZgu3Y9Ds1GaXYpms8eMPBRXF5MBmhNdlxxu9eL1+XHabZTkOgcsN9JwYcj+hgH713WQfpA6IOAbL0HjbnhlqSGS781mY9h4zL6h/PtTSsbartWVFL+v19wmpiQ47sayWYfm4EDrAbr8XThsDkpdpcYL2AFgiEW2U/QBS//LQoip3ZnjtwkhPg78Jbtx6WRzTSN2TQQjcQ00E4tzseEnq+5dKD02/gFx8Hib2N5aw4kFkwA4cPTZZLXWUfTxi306z6zRs9DQWL9rfb/bpBgCROhFfP/9AzubPmL+hgVcuOZC5m9YQHXTh+w+spuKdRXMeXIOFesqqG6oRpeGpiSuLibNmhNdl+w42Myly1/hzF9XcenyV9hxsBldHzoa3GQzZH/DgP0/vRg8O43wwktPMEJsB8IQn3OHkRuoN5uNYeMF2cVUlkdrVQocBSn6goqMtV2reVICuXl6yW1iSoLjrul4Xr6UI75W5q+fb9wX1s9nZ8NOfAOwuqJLneqG6pj3F8XQxlKeFCHEy8BPgEqMZI4LAE1KeUdymxdNqnxOr7jvVTwtnfzskv4L2s3QpWTJQ0+w1nYb/M/3YPLZ/Trf2gOv8aOdD/OTqVcy0TUSpM70F5agZxey7bLlhg+1RX7z5m9o7WrlmUufQfThuCGA8pOOJEIvcmDRW8x/4ZtRb9F+dNqPuOlfN4WVhfrVx9XFpFFzUtfcyaXLX6GmoT1YNq7IxZqbzmREfv9XOFNA2u12CPyG5gTsf85dsPH26LfOgfIF6yG/rHebNbHx/W0H+eXrv4yKlPTDU3/IGOXf32cSGWsz1nat5kkJzc0TWi8kt0lMEhx3I8dzKexcZZJz5aELHup33rUMyssyrB6GMgWra3EuKeW/hBBCSrkb+D8hxFtAyicpqcCvS7bua+LMKcnrAJoQlOfuhg5gxLR+n+/l+vcptOcyIbv7LYjQODjls0x69wny92+huewky+c6ZfQpPLztYXY07GBacf/bphjEROhFumw2U39kl90VVRbqVx9XF5NGzYnX5w97QAGoaWjH6/OnpT2DkSH7Gwbs31VkrpsKlEsZ/+HOxMZ9uo+qmiqqaqrCyr9/yvcHovUKC2Ss7VrNkxKamye0Xkhuk5gkOO5Gjud7Y+gOu3QLbYiDyssyvLE6SekUQmhAtRDiWxi5TJIj1sgAPq5robXTz5Qk6VECnGL/iHqZT1HuyH5N0X3SzyuN2zgx/6iwlQ/P+FmM/WADo959ok+TlJNHncwjHzzCxk82qknKMCTM/9dup3jaRcEEjg6/39Qfud0XfpMvyy3DSUgOCZMMyKmMztWbz7nTbmNckSvqTarT3re8RRnr154CevsNI3+XIpeDhvauzPmdrOToaW/o8d8PZJJ3TwSXG7691ajr9xk6AItvp3WpY4/h3z9QvvyK+MSyXZfTRl1zZ5idAqnr43an4UY4Y54xGQ64F0ZqRmyO6HqN+0CzQ/0u4zNvNNgd5tcZABw2R0ydiqfd0y8tidPmVLqtYYxVa/k2kAMsAk4GrgaGbMa/zd2i+WRPUo7xbedt/WhqWuPX7Y33jnxCs6+dE/MnhZVLm5NDR51B0e5XyW7ca/l8+c58PlX8KTbs2oAVd0DF0CHK/3fDtVSfdzv6tIsAKN30cJQP/dLypYzLLYvQnNxN8SvLe3ypD75n+PX35ludrO8Ux+e8JNfJn66ZxbgiYzVoXJGLP10zK/hQMhDXGOrE+g2LXI6w3+V/12xheyb9TlZz9GxeDRffYzwMnnOH4eJ17/8Y2ecbdsH62wwb93VZ0hEE+tmj2x7l7ohcFZXllUM9/HBGYWa7D183m4NHOqPs9JPDramzXVcJnHWrYWsr5xqfZ91qlIeSOyq83p43YOJphm5q2Qzj89D7hm0miVJXqel9od3X3m8tSXF2McvOWRZ+fzlnGcXZxQP+PRSZhyVNSrCyEAUYkYObk9ek3kmFf/+P/r6VJ9/ax5/nz0JLkibD5j3C7Mdn8JuuyznpvHl8flLibzmW7foH9+/dyLLjv0GOLTtsn72zmZOe+xmeaeez+7O3WD7nizUvsvL9lTx20WMcX3J8wm0bZGSMn3S6iOn/e849lB45CO0N+Lq68Ew+rSe6l3CiPf3tsBwQxW+vQjvpCnj8KuMkAf/90O1I3+okYcXnvL+rIGn2a88IuzX7DQ+3esN+l3uvPpmfPbMtc/z/+5KjR9dB9xkPfbG0Kdc+a74/wtZD+9mlUy5l/vT52ISNLFsWpa5SHLbkvfXOEDLCZgNE2q5E8qXl/42y059dMp0FK98MK0ua7VrVpETWu+l1ePQr0cdd+2yvoYX7i0/34Wn30KV34dAcODUn89bNGxAtSYZE9xoey+IZhqU1ZSHELOBBIL97uwm4Ll7W+cHKlr1NTBmRm7QJCkCe510ANsujcR7W+fykxM/1csP7TMkZEzVBAfBl5XN4/CxKdzzHvlOuxedyWzrnzJEz+cu2v7Dxk43DaZIy7Inp/9t22HhLhzFojL7lvZ4bXv0uMMkBwWk39vw74L8fuh3pW50krPica5ro14NGxvq1pxCz3zDyd3G7HJn1O/U1R0/j3t61KbrPko4gtJ+t+WgNaz5aA8DGyzYOhwlKxhFpu/sa2kztNMdpiypLmu1a1aRE1tNs5sclOY+JXbOHieRrW2oHTEuiCU2tLg5TrDq+PgDcJKV8CUAI8RmMScuJyWpYuujo8rPtwBEunJ7cyCr5nneQCA5mT+aDw4kPch5vEx+07OVLo8+IWefAlLMYsfs1Rr7/NLWzrrZ03jxnHseVHMfGXRtZPHPxcIvyNWyJ6f/bVt9T6di5RrS4gN7E5kSfdlH0Skp7Q88xAb/+0O0U5UEZKM1Juq8xGIn8XRrbuzLrd4qVK0IIY+VE06IzzZvVD2hWNHtcHYEudTSh8fD5D1PfWc8DWx9gi2eL8rPPIGL15zZv+L06qbYbyzZtTmP1JKB5skXU0/3mx5npnJIYVdFpc1I+rjwqcp2ycUVfsGqN/sAEBUBK+TIwJNOLfrD/CD6/TLoeJa/uHTrzxjGqMIdt/ZikvFL/AQAnROhRQunIH0XjqOMY+f5aRB/eXp8y+hRqW2t5z/Newu1TDC6KnW6TnCZ3U/z2KqPCsXMN/+cHLwj63Ou6n+rzbqdiy++Y86+vU7Hld4aOZc8bxjHuCXD5X4yHtdDtFPkUD4TmJBOuMRiJ/F2efGsvK646OXN+J7NcERffA8/eamhJ/L5wjclr9xq2G1l/82qjPG9krzqCgBZl/vr5XLPhGpa8sYSbZ95M+bhy5WefQcTqzxNLclJnu7HymHQ2h2ueOpvD672zKtpGL/8L5EXkP7GahyVB3FluFs5YyJI3lrBg4wKWk7hUiAAAIABJREFUvLGEhTMW4s6y5s2hUID1PClLARewGpDAVzGC5z4CIKV8O4ltDCPZ/v0rX9nF/z29jXvmfZqSvCT5SEvJrL/OpGXETH5r/zqP7ID3FuST5+z7asX3P7if1xq289tPfa3X1Y78umqm/feP7DrrO3g+daGlc7d2tbK4ajEVn6rge6d8r89tG4RklJ90Wmg5iP7Md8JXRXa9inbaN4wwq0JExeT3XP0UFe8sia1jKRwHb9wPE2aHv12+cEn8OP4DRCoib6UxuldG2+2giO7VXGvkm2itC88gv2B9uL1/9RHDds+9A/xeyC4ABHS1Gw+Hp33DPGdFt44glubroQseYmTOyOGURTujbRbM+zOkMLqX0YjwlQ5hgz+VR9vX16tA+ntcwT5YB1PONly/dL9hm6feEK5Jsap5SZAMym8yUCh3kjRg1d0rEL/2JxHln8aYtJwzYC1KM1tqmijKcVCcxDd72c2f4PA20VZwNEd1/w/sqPdz8ui+hZ30ST//bfiAE/MnxXXHai49mtbCcYx+9wk8084HCzfDXEcux5cez8ZPNvLdWd9VLl/DAZ8XzUxfErjBmfjke7Nye9exfGsTvLoMXo241pxfJOELmNNfzUmmXGMwYva7ZNTvpGnGBPyBOeHlgVwTofbuKoId6+D0m4IarTBOua5XHUEszVfABUyROcTqzym13cg8JrE0UV3t4RrBjbdFn+uU68K3rWpeEkTlN1EMBJaeiqWU5YmcXAjxCdAM+AGflHJWxP6zgbXAru6ip6SUP03kWgPF5r2NTBmRl9QH8jzPZgDa3Uczufu+tO2wzsl9TMy69cgnHPG19erqFUQIDk75LJPffpTCPW/SNPFUS9c4ZfQp/Hnrn3m37l1mjJzRtwYqMpPIt3PZxdB60Hgg0+ww59fgHtuz6rHnjR4NiolPvrOztXcdSywf6X4IhNOxajGc86D0hdDfSQiBTYCmaZn9e4X6/wfyoBSMNfrDN16Cxt2wcwPklMJ1GyHbHdvv/7qN0Ssy3ZoUlfMhM/H5dA61dNLl13HYNEbmZWG3Z8CkMXKsdrjMNU8OV49ORbNb06TE0rwMkFZQ2bpiILDUC4UQo4QQ9wsh1ndvHyeEuN7iNcqllDMiJyghvNS9f0a6JyhN7V187GlNuh4lv+4d/HYXnbljGeGCPAcJief/U78VGxrH50+0VL9+7KfxutyMfvdvlq8xY8QMHJqDDZ9s6HP7FBlIpB/yK/cYMfQfvMCIqb/+NiPGfsCnfvNqOOGyHg3Ks7dG+TsXF06MjmN/dmWPjiWmj3QfZ+XBr5D6nCTDPQ+KVSJ/p8vvfZUP61r53zVbMvv3Cvj/h+ZB+VO5EU44MFGf9TUjtOsDc+BfP4WvPBxt0+tvM/ZvvN04z7FzjfPmGHoAlfMh8/D5dLYfbObye1/lrN/8m8vvfZXtB5vx+VKTxykmZpqR5v2Gq2Go5uncO4zyQL31t8UYb0eGnz+W5iUnQruSIMrWFQOBVf+ilRjRvP63e3sn8DhwfxLalDa21jQBMHlEblKvk+d5h/aCKSA0BDCpILFJyr8Pb+WYvLHk2KwtP0vNxsGjPsP4bc+QU7eTthHHxD0mx5HDiSNO5NmPn+W7s76LQ1PhMQc1bXXw2Lyet2efrgiPqT9jHvz16tjbO9YZnwvWGy4ydidazgimClg1d1VPHHunG+2iu+H8X/Ws1ixYb6zW2BzGBMWWWFbtw61evv7wpmDknZqGdr7+8Kak5tpIxzUHI2a/021PbuHHFx2X2b+XpsHI4wydVKimpHEP/ONbcOXfwvtJoB9c+6zxKYQxgQ+UB45bsB7yy4IRkzShMbVoanhfSU/OB0U3h1o6WfjIW2E2u/CRt/jrN06nzO1KX8Mix+rGPfDYlTD3t+FlTXtg3XejbfPKv0Gbx5hk/2dJtAYwYPNfez4p0b2UrSsGAqvWUiql/CugA0gpfRguXPGQwHNCiLeEEDfEqHO6EOJdIcR6IYRpQg4hxA1CiE1CiE11dXUWm9x33q0xMs1PTuJKiuZrJ7dhO+2FRwfLjiqAHfU6eh8Sa9a0e/iobT8n5R/Vp+vXTTodnyOHsW8+bPmYM8vOpKGzgZdrXu7TtYYzqbLZPhMvpn4g30OsbTBuglIaPtB5o0DTgnHsy/LKKHWVotnsxr5AHbvDuEEWH2V8JjhBgfTkJBkueVD6a7exfqdAfpSM/r0C2hQzP32z3BM71hm5J9zjjeMCD4ehx0kZ9dAX1VfUQ1u/6K/Ndvl1U5v1+dO8khJLM+LICS9z5JjbZpvHWG15/Cpj22+ScT6geQkZywcSZeuK/mLVYlqFECUYkw6EEKcBTRaO+4yUciZwAfBNIcRnI/a/DUyUUp4E/B74u9lJpJT3SSlnSSlnjRgxMEuRZmytaWJ0QTZ5WYk/QMUj9/BWhPTTFjFJafPB7iPWB8UX642wwCcVTO7T9f0OFweOPhv3ntfIPbjd0jHTS6dT4CzgHx/9o0/XGs6kymb7TMAPOUBALxIgkO8h1jakNMeJGYEcBqEkO9dGOq6ZDvprt7F+p0B+lIz/vSL7Bxjbkf0kUB7QVcU6Lo39ZLjQX5t12DRTm7Xb0vxAHcumutrCy7razOtF5qVSSUIVgxCrvfA7wD+AKUKIV4CHgZvjHSSl3Nf9eQhYA8yO2H9EStnS/e9nAYcQIm2x6bbsa+So0uS6euUHRPMhk5TJBcbnB4etT1L+U7+VMVlFjEog5vjBoz5DlzOPsW+utFTfrtk5dcyp/Lvm3zR2NPb5eooMItIPOVIvEsj3EGs7Ub9lXTeEnY17jc8+xuL3+XRqG9vZfbgVKSV/urr3nCS6Lqlr7mRfQxt1zZ1RWojQ89U2tsf1P1d5UKxh9jv9+rITg/lRpJR4vb4+/fYpJVbelHi6KrPjvrrKCBk7QHknFMlhZF5WVO6eFVedzEiTFARdXX72NbSx+3Ar+xra6OpK4spgLM1I0eTwsqLJ0fXM8lKZaQD7OS4rFMmm1yUDIcQpwF4p5dtCiLOAbwCXAc8BNXGOzQU0KWVz978/D/w0os5o4KCUUgohZmNMmg4n/G36QX2rl9rGDsqPHRm/cj/I82ymM2c0fmdBsGxCvvHFPzjs58LJ8d92tPo6eLNxJ+eWJBZtS3dkc+Dosxm/7Rny9r9Hy5jpcY85o+wM/rn7n6z/ZD3zps1L6LqKDMDMDzlSL5I7Kny/q6R/fssBAWjAvzpwsx15nKXzBIStAb/xcUUuVi44haduPIMuvx4VaSsg3g5oIwITimNH5aNpwvR8K646mWmj8mNG9NE0wbGj8llz05kqulccsuwaP7tkOu4cB4UuB067xrzZE/nx39+jrqWTP151Mr//106e23bI0m+fUiL7hxDGRGPktN51VYHjrn8evC1Q/xGsWwwth/pk64r0UOCys3LBbDQBugSnPbpfd3X52X6ohRtDxo0/XnUy00bm4XAkYYUwlmYE4pdlFxsalDm/iK0B7Oe4rFCkgnh+TfcC53X/+wwM4fzNwAzgPuDLvRw7CljTHcrXDjwqpdwghFgIIKVc0X38jUIIH9AOXCGtZJdMAlv3Gd5rSV1JkZK8undoL5wSVpxlg3H51ldSXm38gC7p56SCvulRQjl01GcY/dF/GPvmSnZc/P/i1p+QP4Hx+eN5YucTXHHsFSpnymAmMvY+RCdVjNzfn+RepgLQeZaThpkJW6998E3++o3TGVuUE1U/nsg9UaGsyoMSn8OtXq554I3gb3vv1Sfzs2e2hfn83/jIW/z4ouN4btuhzBEph2LWPwL0lnxU04x0b3/5YrhGoA+2rkg9h1o6ufJPr4fZ6LgiV5RNHmrpDE5QwBg3bnzkLR6/4TTTcWhAiGWLVsriJcrt57isUKSCeNNlm5SyO9kBXwXuk1I+KaX8MXB0L8chpfxYSnlS99/xUspfdJev6J6gIKW8p3vfSVLK06SU/+3vF0qU91IwSclq3UdW+0HaC6dG7ZuUD9ssRvj6z+H3yLVlcXR3aL9E0O1O9k89l4LazeTv2xy3vhCC8vHl7GzYyTuH3kn4uophSD+ThvVV2BpP5J6xQtkhQORvHxDMhxIQ0oduD5nfPskJ8hQDj9XxwKdL83qZGlY7HspWFYOAeCspNiGEvTua17lAaISu5KnL08CWmkbGFGaT40ze18o/+AYArUWfitp3VAG8WCtp6pQUZsVepdClzov1W5mePwlbPyNlHJp0OqM/rGLsmyvZXlZpuDb0wuljTueJnU/w2PbHmDlqZr+urRhG9DNpWEDYGvmmM5aw1Wm38fnjRnLZyeNxuxw0tnfx5Ft7g6Ltvp5PYZ2AcD7w2za2d5n+XzS290QaGlK/fZIT5CkGHodNM7XRSJu0a8J83BisLp/KVhWDgHh3htXAf4QQazHcsV4CEEIcjbXoXoOGrTVNTEqyaL7g0Bv4HHl05v1/9u48vM3qTPj/92izJe+L7NixnX3BCQkkAQKBFkKhTMsyDBRaSKFMS4BOy3Q6v5a3v7bTTmlnhnam9M10WEJbWpZpoaG0lBYayk4WiLOH4Gxksx3vS7zIkiWd9w9ZimxLtmzt9v25Ll+2Hj16dGzdOo+PnnPfZ+Rl2DPJ86NfTdnbfZz2gZ5xlx4ORRvNNMz/GDmN+8it2z7m/hmmDFZNX8UrJ16h1dEa9fOLKSLKRcPGk9gKUGA1c+/l87n/xf3cvH4r97+4n3svn0/B4Kf34z2eiNzwxPkdx9r48rDX4suXz2fHMV/q4aT728d5gTwRe/YsS8gYtQ8rilGSncHDw/qNh9M5diVWRRoY9bKB1voHSqlXgTJgY1C+iIEIqnuli7YeJw1d/Vy2ML5J87lN79KXvwBCXAGZlef7/kGbh5Xl4V+WV1t3YlQGluTOjEmbWqsuoOzQa5TXPMHpiuVjXk1ZXbmaV46/wm8P/pZ7lt4TkzaISS7KRcNMJgMLS3N49q4LcXu8mIwGSrIzwiZadzgGQuac+HNSxns8EbnhBQaUUtz06JaQ8/hvXTlz8v3t47xAnoi9zn53yFyT57+4CntQQrzZbGRhSTbPrF2J26sxGRQl2RnxSZpPBIlVkQbGnNuktd4aYtvB+DQnOfxJ87PjeCXF3NeEtfs4XWUXh7y/MAPyLKMnz2ut2diyk+rsKmzGzJi0SxtNnJp3OTP3bCC3bgenK5ePun9pVilL7Et4+oOnub36dmzDF5YSIpTRkpEjYDIZIk6sjmThxfEcT4xPcIGB+o6+kK8FQFVRfK9cJ02UsS4SazwLtZrNxvglySeDxKpIcTJk5kzSfDyne+U2bwOgN39kPgr4LmDMyh09eb62t456ZxsrQiTeR6O16nyc1gLKa37lWyF5DNfMvoYuZxfPHHgmpu0QaSIJtfWHr3vidnvDroMSq4UXx1prRYzO69UopdJ/EUxZS2LSCX5vT4oYjYTEsUhDMkgB3m84zbTc+CbN5za9i8eYSX/OjLD7zMqFgx3esNVCXmnZgQHFueNcZX4s/qspOU37ya3bMeb+c/LnsKhoEY/ve5y+4avfisnNX1v/Zx+Dnyz2fW/eH9cTnn/dk+sf2sSqB17n+oc2UdvUzTef3xO4faCpOzCIiMXCi6GeM/g5xOj8f79fbfqQh25dNmIef35mmtRdSUK8i/ga/t7+7gv7QuaapE2MRkLiWKQpGaQAH5w6TVVRfC/h5je8TV9BNRjCfzozKxdcHjjaNbLj0FqzsXUnC7MryTbFfprKmaspT0S0/3VzrqPD2cGzB56NeVtECgtXW7+vJW5PGWrdk7uf2s4NyysDt+98ooa2Xl/pzOC8iE33XcbzX1wVWMgxmucMfg4xOv/fb9nMIn762iG+fXU1z6xdybevrua/Xz1IS7r8HZMQ7yK+hr+3N+5v5r9fPcjjnzsvPWM0EhLHIk1Noo8KJsbh8nC8rY/lMwrj9hyZp4+R2XOCjumXjbrfnMHk+T0tHuYVDB3MHO47xXFHM5+dvjoubdRGE41zPsqMfb8nq3E/vdOqR91/bsFcFhct5tE9j3LNnGsoshbFpV0ixSShtn64OePD19oInkMe7cKL45mnLkby//3yrWY27m9m4/7mIfd/65Np8gmurCUx6YR6b2/c38znL57NzevPpOCmTYxGQuJYpKkpP0g51NyNBqoK43clJe/UWwD0FC8ddb/KHLCaYFeThxvmD73vlZYdKGBZ7pyQj42F1hkXMP3AX5i2+7ccmfadMff/zMLP8J3N3+HB7Q/y/Yu/H7d2iQTzen2fsIWq+JKg2vper6at1xWoEBXJWhvBc8iDH28xGcnLMNLS64q4Ks/w9T5CPYcIz//3C14npTwvk0yzkT6XB6NB0dTlwGAwUGA10+EYCLxWRVmWcV31Cmu0OI6UrCUx6YR6b991yUzK8q289s8fxePVbKg5gclooKHTwYDHi3mwCh34Vp4P3mYwqCF9TcziN5yJxLXEsUhTU36QUtvYDUBlYfwq/eQ3vI3TWorLNm3U/YwK5uXDzuaRn9a+0rqT+VnTyTPHL7nfa8qgeeZFlB1+nYyuBpx5o69oX5ZdxhUzr+APR/7AjfNv5JySc+LWNpEg/rnL/qkB/tr5JdW+E6G/tv7w+2NYW98/Z9w/JeOuS2by5cvnB8qE+ueMv7irDhg5hzzU468+p2LE4xeWZIcdqPjzWvzHmEhey1SWn2kKvEZfWj2Pn752iNsvmsU9T+8I/D0fuGEJbx1o4ppzKgIlo/1/5/FOzxthrDiOVALiXSTW8Pe2v3+45bGtQ/oHkxH+7qEtgW3/e+cFnHa4h8TqI2uWY7MYue0X78U2fsOZaFxLHIs0NeVzUmpPdWMxGSjNiU1J3+GUx0Ve42Z6i5ZEtP/8fKht89LvPpOge7SvicN9p1ge46peoTTPvgSNonTvcxHtf83sayjMLOTbm74tSfSTwVhzl4Nr639ln+/7eP/xG8PwOePLZhaFXMfgxhVVIeeQD3/8jSuqQj6+uccZtg2xyGuZylp6Xfz3qwf57EWz+OLTO7hheSX3PbdnyGtw33N7uHFF1Yg1bWKS+xOrOfgJiHeRWMPf27ddNCtk/3Da4RmyzeXWIddfOt7WF/v4DWeicS1xLNJUXCNUKXVMKbVXKbVLKVUT4n6llFqnlDqslNqjlFoWz/aEUtt4mooCa9z++chp3obR7aAnwkHKgnxwa3i/9czVlL+27gRged7cuLQx2EBmLm0VyyiufRljf9eY+2eaMvn84s9z4vQJ7t96PzqCEsYihUUyd9lfWz+/0vc9xie64XPG863mkPkh7b0ubl6/lbue3M7G/c24Pd6QjzcaVMjHh6ui5+fPa5leYMOekyEDlHEY8Hh9r4lXB3JTQr0G4V6bqHN/YjkHP87xLhIv+L3tj9FgdR0Ohr/dDYqQ+9ksxhHb4pa7Fk1cSxyLNJSI6V6Xaa1bw9z3N8C8wa8LgIcHvyfMgcZuFk/Pi9vxi068hNeYQU/R4oj2P2swf/+9Rg/Lp/leno0tO5hrK6PAnB2vZg7RNPej2E9uo/jARpqWfmrM/c8qOotr51zL74/8nmWly/jU/LEfI2JovHOUk5BzMjxHZPi87eE5KHddMpNlM4vIt5opzLJwZXXJkOTrUHPIjQY1ZN0D/z8UHq8OmV9ikkFHTPlfQ6/Xi8mg+MtXLsFsUPzhH1ZhsxhHvIYVBdawr03UuT+jxfHw+LcWgaNNVt2eokyG0DlvSsGjn10e2KYUIWO1zzV0QHJldQlK+fqiqHNUPG7oaQTPABjNvi/JLRFTSLJzUq4DntC+j9+3KqXylVJlWutTiXjy1h4nbb2u+CXNez0UnvgL3cXnoI2RVRoqyICqbNja4OaeczI46WiltreOm8s+Ep82huDILae7cBYl779I05IbfStNjuHqOVdzqPMQP9j6A/IseVw588oEtFSMe45yEnJOhueIDJ+3Pfz+K6tLQuaggK8KT7g55K+8f4rvvljLldUlPLJmeWBqxoaaEzy8ZvmI4/kTYUX0/K/hg68c4PaLZvGrzUe5/aJZfP5XNSFfQ//tU529Q16rmOX+hItja9HI+L/pSXjzh3DgTxPPXRFpq8hqCdnfGA2K+1/cH9j2yzvOGxGrD69ZTr7VFBi8XFldwr2Xz+emR7eE7OvGxeOGpn3w7GfPxOotv4VP/y/85hbJLRFTgorn9Byl1FGgA9DAo1rr9cPufxH4D631O4O3XwXu01qPmBrmt2LFCl1TE/bucdl0uJVbf/Yu3/zEWXG5mpLbuJVFr9zCySX3crp0ZcSP+5898EYD7L49h6ca/sqPjz7PDxfeQbElfld8his6WcPsHf9L7TU/onv6uRE9pt/dz4+3/5ijXUf5r4/+F5fPuDzOrYy5uHy0HsuYHaGnybcw1/BP1r7wV98l/YnsH4uqSEFaup1c/9CmEZ9APv/FVdhzMkbc/+hnlwf+OQje//HPnUd7r4uyfGtggDL8/ise9FXSu7K6hO9euxit9YSqe6WZpMet/zX89tXV3P/i/sD3cK+h/9Pq71yziNKczMRV9+prCR3/H/83eGbNmdvh3j8iVpIes371HX3cvH5kf3L/dYu545fbhmx78KZzaO9zDbni8v3rz0ahAleB/QOU4Mf5+7px6aqDx/9mZKx+/hXfB4dy5S/R5NJ7EsQ7si/WWi/DN63rH5RSE7ocoJRaq5SqUUrVtLTEbvGhM5W94nMlpej4n/EaLHQXj6/q1ZJi6BuAfa0eNrbuYJa1NKEDFID28qW4LTZK3v9jxI/JNGXylWVfYUbuDL7yxldYt2Mdbq87jq1MXfGK2RHGO0c5CTknY605Mt4cFLfHGza/wW/j/ma01oF8EovFxPQCGzOKspheYJtMA5SYmmjcBq+LMloOyog8Iq/GZDLEJ/cnVByHi39rwdDbsn5E2oi2rw2XkxIq18SrNXc9uX1IDA+4vYH41Tr0sSaUo+IZCB2rAw7JLRFTRlyjW2tdP/i9GXgeOH/YLvVAZdDtisFtw4+zXmu9Qmu9wm6P3WXNA42nybOayQtaFC5WlHeAwhMvD071Gl/lsLMH10V86UQr+7qPsywBCfPDaaOZ1srzyD+6CVNfe8SPs5ltfO28r3HJ9Et4bO9jrPnzGjY3bJ5yCfXxitkR/HPvg402Rznc/kpB50noacLrcdPqaKWhp4FWRyteHd2iZv51CYJdWV0CwPG2XoAh93c6Bkbs719zA87kmAy/32Q08MzalTz62eVcWV0ia5pMwETjNnhdlODvwYJfQ//thOcFhYt/R8fQ21HM8fdqb0zfP2J0E4lZt9tLQ6eD4229mAwqZKwOzzUJty24nwnV1004x8qffxIsv8q3PYEknkUyxW2QopTKUkrl+H8GrgT2DdvtBeC2wSpfK4GuROWjAHxwqpvKgvisj5Jf/waW/la6yi4Z/2MzfFW+Ng5W9VqRhEEKQMuMCzFoD/bal8f1uAxjBncsvoO1S9bS2NvIXa/cxS1/voVnDzxLt6s7Tq2dovxz7/0ns7HmKIfa/6Yn4c9fh58sxvviVznUcZBb/3QrH3/u49z6p1s51HEoqhNTgdXMI2uWB07e/pyTm9dv5aM/eoN//eP7PBx0/3PbTw7Z3z/3+7ntJwECOSbD7396y1FuXr+V+1/cz72Xz6cgDh8+iND8a088t/0kD9ywJPA93GuYtLwga5Ev3ofH/65fn7kdxRx/r/ZyqONQTN8/Irbcbi+1Td3c9OiWkP2Pf/2TqkLrkG2P3baCGUW2EduC86f874PR9olYVmnoWM1K3DREiWeRbHHLSVFKzcZ39QR8Cfr/q7X+gVLqbgCt9SNKKQX8FLgK6APuGC0fBWI3v9/j1Sz6l5e5bGEJt104M+rjDbfgtS+Q07qTgxevA8P4P0X59UH4Xf8jVBb08v0Ft8a8fZFasOkhLM4e9t7yBKjxj2kHvAO8Xfc2r598nfqeeixGC5dXXs7fzvtbLph2AcYJ/G3iKGXmSY9LNNW9lPINUA78CYDWW37NrXv+Lw29DYHdy7PKefqTT1NsLZ5Q81q6nXzz+T2B6jmhckqurC7hO9csAnyfRg5fhTw/0+TLKfF4MRkNFNvMtPYN4PZ4MRoUT2w+yqNvHwscb8LzwNNTSsRtcHUvt1fT6RjAYjTQ43TT3O1kx7E2blxRRZdjgLK8zOTkBfU0wR//Cc75jG+Kl6MDTrwHK+8CraOe49/qaOXWP90a0/fPJJW0mG3odIzIG7myuoRvXb0It8cbqBb4+UvmoJQakisFjLm6/FiVDCPW0wSbfgrn3ur7H8LrgZ1Pw6ovJSxfSuJ5CMlJSYK4VffSWn8ILA2x/ZGgnzXwD/Fqw2hOtPfR7/bGJR/F0tdIQcMbtM64ekIDFICFxacxtB3Hri+ObePGqaXqAubseJqcht0RJ9AHMxvMrK5azWWVl3Hs9DHeqX+HN+ve5KVjLzEjdwbfufA7nDftvDi0fArxz72fyP6dJwMDFACXrXDICQmgobcBl2fic/Rdbg8b9zcHys++9s8fHTFve+P+Zr71yWqqirIC24YPMMrzh171LLf4uq/6jr4hAxSI81oFIiT/2hPgm8b3yXXvjNhn9VnTuHn9Vt762qXJyQtyu3zxHhTzAFyw1jfHP0oujyvm7x8RWwMhcto27m/m8xfP5ub1WwPbbl05c0h/5DfWBx/B74OouF2wZZ3vK9gFa6M/doQknkWyJbsEcdIcaDwNEJfyw/bDv0VpLx3TL5vwMZoM+1BK09NxdgxbNn4d5Wfj3mvF/sFLExqk+CmlmJU3i1l5s/j0gk+zs3knvzv8O76w8Qvcd9593HLWLTFstYjYsPUkLH3tlGeVj/jkzGKc+Bx9i8nIXZfM5MYVVRgNCovJEHLNDJMx/KfXbreX5h4nAx4vZqOBkuwMTCZD4PhxWWtDTJjZaAi59oQ/V8VoULgMsHXlAAAgAElEQVTdXkwmQ+w+eY5EnNYB8rMYLTF//4jYMhsNIfuL4flSmWYjLd3OxMRlKHGO1UhIPItkm7JlIWobu1EwIsktWsrjZNqBJ+kuWsKAbeKXZLf07CbDY6e2oYKBJH4grI0W2iqWUXD0bYzO2OSTmI1mzi87n+9e+F2W2pfy7+/9O7+u/XVMji3GaViOSuGOp1l36YOUZ5UDvhPSutXrKMwsnPBT5GeauPqcCu745TZW/9ebfHr9Vr58+fxA8rw/P8EeZt728DnkNz26hdqmbtxu37zomM4DFzFRbDPz5cvnc/+L+wN5Ql9aPY8dx9p44IYl/Osf36e2qZuBAQ8Hmrq5/qFNrHrgda5/aBMHmrrxeuNUaGO8OVzjVJhZyLrV62L6/hGxZc+yhMxpC86XevyO82jtcSYuLkOJc6xGQuJZJFtc10mJh1jN77/nqe3sPNnJgzeNrzzwWOyHf8vcLfdxbNk36C2a2FWQ1oFOvnT8P1hkvJCt+67jmx9p55yy5F1etXXWsejNH3P84i/RvPhvY3pst9fNQ7seYk/rHh674jHOLxteAC6hUmJuf8INy2nxWotod3Xi8riwGC0UZhZimEA+kl+oOeCh1sz4wfVLQk6TCPf4Z++6MDAFLKGfxqeelIvb0V7zr2/Yw86TnVQUWHlm7cqQa1TENZ8oxusAjTi89tLe3x6z988klbSYDZUj9/SWoyybWRS46pdnNfP//XZ3YuMylDjHakRNkHj2mzInlFQyZad71TbGobKX1pTv/zmO7Cp6CxdP+DDv9uwF4OL8KnYYvWyrz0zqIKUvv4LevAqKP3gp5oMUk8HE2iVr+f7W7/P1t77OH/72D+RlJHZNmClvWE6LAWKaFBlqDnjwmhl+37km9CXDcI93e85UmInZPHARE6O95jtPdgZuh1ujIq75ROPN4Rrv4ZVhKiYVp41QOXKPvn0MgvLanlm7MvFxGUqcYzWiJkg8iySaksPhPpebY629VBWOTIqLRn7969i6DtI24xO+qkkTtKlnN2VmOyUZucwv7GNbfQaJvMocSmvV+WS1HcHWcijmx840ZbJ2yVo6nZ38cNsPY358kVz+OeDBQs0BD5dDEu7xo+WwiOSK9DUPt0aF5BOJeBm+lkmodZf6XB6JSyFSwJQ8yx9o7EYDM4pimDSvNZV71uGy2umadtGED9M00MaHzjqqrbMAWGTvpaPfyIftyb3o1VaxDK/BRHHtS3E5flVuFVfNvIoXjrzAvtbhy+mIdFaSnTHquicVBVYe++wKtNYcb+ulodMRyDcJ9/hHkrHGhoiI16uxWQxjzvv3v4aSTyQSaXgO24aaEyP6l8pCX58kcSlEck3J6V4fnPIlgMeysld+w5tkt+2h/qw7wTDxP+uW7j0AVGfOBmBhcR8GpXmvPpO5RT0xaetEeCw2OsqXUnToVU5eeBfaFPt/ED8x+xO8Vf8WP97+Y35+5c9RUVyNEqnDZDKwsDSHZ++6MLDOiT3Lwg+uX8J3rvFgNho43T/A3z28mboOR+Af2IWlOZhMhpCPD67uJVKH16s50NTNnU/UcNHsIn55x/mYjQqL0YDb6+Uz58/g8xfPps/lwWYxYjQaWFCaw/NfXDVV84lEghkMakjMZVoMdPQOcP91i7FZjIFV5efasyQuhUiyKTlIqW08jdVsjN0cdq2p2PN/cWXa6Sof/wrzwbb07KHCUkq+KQeALLOXWfn9bKvP4JYlyRukALRUnU9R3XYKPnyH9vmXx/z4VpOVa2Zfw//W/i+bGjZx8fTkrhEjYsdkMoxY58Q+uE5GQ6eDzz2+LTAHvK7Dwd1PbR+SGB/q8SL1tPW6uPOJGuo6HDy7vY5nt9cFihx85rF3wyYiSz6RSKTgHLbh/Q+MLMwhhEiOKflR5P5Tp6kqtGGI0Sf1+Q1vkdO6m9ZZ16KjuIpS72rmuOtU4CqK36LiXupOmznVndz5sN3Fc+jPKsYepylfAJdWXkqJtYQHtz+IV3vHfoBIe5Ekxov04HJ7Qr6W4V5jWXBTJJv0P0Kkril3JUVrTe2pbi6cUxSrA1Kx+ye4MovpLP9oVId6p3sXChXIR/GrtvfywqFiauozuGZhX1TPERVloLXyPCpqXyKjqwFnXnnMn8JkMHHd3Ot4bO9jvHHyDVZXrY75c4jkCy4ZbDKokAv/BSfGj1VieIqXIE6KUH/z4IU1b1pewZ0fmY3JqAKv8fAFPCURWSRbuIVHzUZDchdzFEJMvUFKXYeDHqebGTHKRyk8uZGctt3UV6+N6iqKV3t5q3s7szMqyDEOrTpWaHVTnu3kvWQPUoDWqvOYfuBlimtfpv6Cv4/Lc5w/7Xz+cOQPPLrnUS6rvExyUyaZ4LyFug4Hd10yky9fPp97ntoeyEkJXtxx+P7+JNYFpTkYDGrM+0Xshfubz7Nn89htK/j9jpN8cul07vjltiGvKcDG/c2SiCxSRpHVHLL/QWmuf2iT9ClCJNGUm+61/9RpIEZJ814Plbv+i/6s6XSWRZeL8r7jCG3uLpba5oW8v9rey4FWC139ye0gB6z5dJWcRfGBv4A3PlM1jAYjn5j1Cfa37Wdzw+a4PIdInuC8BYBlM4sC/yCA74OEe57aTme/O+T+dR0O7nyihrZeV0T3i9gL9zfvcAywoDSH2y6axRef3jHiNf3W1YvYcPeFPHvXhfIPn0gJrX2ukP1Pr9MrfYoQSRb3QYpSyqiU2qmUejHEfZ9TSrUopXYNfn0h3u3Z33AaBVTGYJBiP/p7bF2HaZlzIxiim7bw5untZKoMFmTOCHl/dXEvGsWOU5lRPU8stFSdj6WvjbyT2+L2HBeVX0RRZhGP7n4UrZO8SIyIqeF5C/lW86j5CuHyHCK9X8TeaH9zg0GFXaTR7fFy4yNb0FrLAEWkhHCxOjw8pU8RIvEScSXlH4EPRrn/Ga31OYNfP4t3Y/bUdVJRYCXTHN2gQnmcVO7+CY7c2ZwuOT+qY/V5+nm3dx+LrLMxqdBTxqbnuMjLcLO9IflVcLqmLWIgIwd77ctxew6TwcRVs65iZ8tOappq4vY8U5HXq2npdlLf0UdLtxNvglcKHb6YWqdjYNSF04bvP977ReyN9jf3enXYRRr9C+fJayNSRbhYVQoe/exynlm7kkc/u5wrq0skboVIsLgOUpRSFcAngbgPPiKhtWbXyU5m27OjPlbpod+Q0VtP09ybolpdHmBTzy4GtJultvlh91HKdzVl1ykLriR/mKMNRlorl5N3bAumvo64Pc8l0y8hPyOf9XvWx+05php/LsH1D21i1QOvc/1DmzjQ1J3QgcrwxdSe235yxGJqwfkKw/cf7/0i9sL9zQusZg40dfOvf3yfB25YMuT+h25dxoaaE/LaiJRSkp0xYuHRR9Ysx+PV3P/ifm5ev5X7X9zPvZfPp8BqTnJrhZha4p04/xPg60DOKPvcoJT6CHAQ+Cet9cl4Naauw0FH3wBzohykGAb6mL73p/QUVNNbeHZUx/JqLy91bqLMXEy52T7qvtX2XrbU5/F+s4Vzy5I7N7a1aiVlh9+gZP8faVhxW1yew2K0cOWMK3n24LPsbtnNUvvSuDzPVBIul8C/XkUiDF9MzWIyUmA1h104LdT+47lfxF64v3lwfLV0u/j21dUUZVkoy8skw2TgCx+ZK6+NSClms5GFJdk8s3Yl7sGrgJlmA9f9z+YRazclsp8UQsTxSopS6mqgWWu9fZTd/gjM1FovAV4BfhXmWGuVUjVKqZqWlpYJt2nXyU4A5pZEN0gpq30cS38bzTG4irK77xANAy1ckHX2mFWsZuf3YzF62Vaf/LyU/pwSOkurKdn3e5TbGbfnubTyUrLN2Ty257G4PUc8xCpmYy1V8jf8i6lNL7Bhz/GtHh98e/g/scP3H+/9IjLjidtQf/Pg+Np5spO7ntzOjY9sAaA4J1NeGxFzsehrzWYj0wtszCjKYnqBjf4BWddHiFQQz+leq4BrlVLHgN8Aq5VSTwXvoLVu01r7/8P9GbA81IG01uu11iu01ivs9tGvNoxm54lOLEYDlYUTX0XW7Ghh+r6HOW1fjiM//PSsSP25821yDFkj1kYJ+dxGzfzCPmrqM0iFXPLGuZdi7j9N8cFX4vYcmaZMrphxBW/WvckHbaOlNqWWWMVsrCUqf2N43ovb7R01DybZeTLCJ9q4tZiMXFldMmIuv1JKXlMRF7HoawcGPNR39HG8rZf6jj4yzQbJcxMiBcRtkKK1/obWukJrPRP4NPCa1npN8D5KqbKgm9cyeoJ91LZ+2Ma80mxMhon/2lU7/xPlcdE075ao23PS2chex2FWZFVjVJF1ftX2Pjr6jXzYkfwlbrqL5tCbX8m0Xc/GrRwxwOVVl2Mz2Xhsb3pdTUlFicjfGJ738s3n91A7Sh5MKuTJiNjIzzTx5cvnD5nL/+XL57NxX4O8piIlDQx4qG3u4eb1W/noj97g5vVbOdXl5Ik7zpc8NyGSLOHrpCilvqeUunbw5r1KqfeVUruBe4HPxet5O3pdfHDqNNVluRM+RlbbXuxHNtBe9XFcWWVjP2AMz3W8hkWZWZa1MOLHLCzqRaGpaUj+lC+UomH+x8g83UDxwY1xexqb2cbqqtX89fhfOdJ5JG7PMxUE5xJsuu8ynv/iqpivVzE87+WG5ZXcPWwdAlnnZHJq6Q295sSqeSXymoqU1NzjHBGzdz+1nUyLMa79pBBibAkZpGit39BaXz34879orV8Y/PkbWutFWuulWuvLtNa18WrDu0fb0MCi8ryJHUBrZm77Hh5LDi2zro+6PUed9Wzt2cP5WYuxGSIfcGRbvMzI62dbfWok73VOW0xPfhXl255AeeL3D8gVM67AYrTws70pUSgurcU7fyPW66CI9DHgCT2X32hQ8pqKlBRunZQBj1fy3IRIsimz4vzmI21kmAzMsWdN6PH2IxvIbdlO85yb8JqjWwjSq7083vICNkMmF2YvGffjF5f0crzTTN3pFJgfqxT1Z32CjN4WSva9ELenybHkcGnlpfz56J+pbY/bWFbEQKzXQRGpLTifSNZHEekgkpg1yaBEiKSbEoMUr1fzl/cbOXt6Hibj+H9lS18jM2u+T2/BWXRMvzTq9rx6+j0O9h/nY7kXkGkY/xzXc0p7UGjePj7xAgCxdNo+j86ShUyv+RXmnvhVsrp69tVkm7P53pbv4dXeuD2PiM7wvJcdx9pCrkPgX3NA1jlJX8PziZ7YfHTEay3ro4hUEknMPrxmOSXZqTFbQYipLPnZ1wmwq66TptNOblhWMf4Hay+zt/z/GDxOGqrvBBXduO648xRPtL7I7IwKlljnTegYuRke5hU5eOtYJjct6mEC467YUorjS25g8es/ZMY7P+XwVf8al6fJMmdx84KbeWzvY2w4uIGbFtwUl+cR0Rm+hoZSiu++sI9vX11NvtVMp2OAda8e5AfXLwlMo5B1TtLT8HyiR98+BsAza1fi8WqMBiXro4iUMlrM+tdJKcnOwGyWq35CJFuy/71NiJf2nsJkUCyfUTDux07f9zAFDW/QNP8WXLZpUbWjaaCN/2j4BZkqg+vyPzrmuiijOb/sNK19JrY3pManPa6sIhoWfJyCY5sorn0pbs+zsmwlCwsX8pMdP+FUz6m4PY+ITnDei9aajfubuevJ7dy8fit3Pbmdjfubh+QnyDon6SlUPpH/n76qwTUnZH0UkUpGi1n/OikyQBEiNUz6QUr/gIffbq/j3Kp8bJbxXTjKr3+Dyt0P0jntItorroiqHTt6a/nWyf+h3+vilqKryDZGl9eyyN5LQeYALx6M7jix1Dj3Urrs85nx9jpszQfi8hxKKW6vvh23183X3voarjgm64vYkJyTyUteW5FuJGaFSB+TfrrXczvq6Owb4G8Wj69kcG7jFha8eQ/92VU0VH8hsLK81ppmdzu1jmPUuZrp8JzG6XVhViYyDRayDTZyjDayjTbMykTzQDs7ems57DyJ3VTApwo/RpEpP+rfy2iAVZVdvHiomD2NFpZMS4F/1pWBD5evofrNB5n38rc5cM1/0l9QFfOnKc0q5XOLPsfDux/mW5u+xb9f/O8YDXKCSVX+nBP/FAvJOZk85LUV6UZiVoj0MakHKT1ON//z2mFmF2excFpOxI8rOvYn5mz+Gi5rCceX/R+0MZNTrlY29ezine5dNA60AmDEQI4xC4sy49EenHoAh7cfD0OTuktNRXw890KWZ50V8aKNkbhw+mm21OXx+M4cfnhlG6lwhdqdkc3BlXeycPPDLHzhqxz8xL/RZ58f8+c5b9p5tPS1sOHQBgDuX3U/GcbUmPomhpKck8lLXluRbiRmhUgfk3aQorXmB3/az6mufr577aKI8j9Mzg4qd/2YaQefpjd/Pruqv8Dmvj1satrFEWcdCphhKeeqvIuospRRYioYcVytNS49gMPrxI2HHIONjAlU8IqE2ai5dn4rj+8u4+c7crlrxWmiSHOJmf7cadSu+gfmb3mUs56/l/rzbqdpyQ1oY2z/Dp+Y/QkANhzawPGu49x/8f3ML4j9gEhEz59zIiYfeW1FupGYFSI9TMpBSv+Ah/94qZZfv3eSa5aUMb90lKsoWmPtOoz9w+ewH/wNR5ST52ecx2vWTA6c+ikamGYu4mO5F7DIOptcY/aoz62UIkNZ4jYwGe6s4j4um9HBqx8W4PHCHcu6sZl1Qp57NP05Jbx/6VeZufu3VL77c0r3/YGms6+nfc6luHJKY/Y8n5j9Ccqyy3h83+N86o+fYnXlaj6z8DOcW3ouZoM5Zs8jhBBCCCESZ9IMUjYfaWV/w2mOtvbyyv4mmrudXLV4Gp8535cTYWvfz8GmV3G5e/C4e9HONvr6m+npb6IdJ8fMZo5Mz8ehAJqwewr4SM5yqq2zKY5BDkk8fXxOO0aD5q9HC3mvPpPzpjuZnuum0Orhwsp+LEmaBuaxZHFkxe20tByk/OBGKrc+RuXWx+jPKaPPPhdXdgmuLDseSxZeowWPxUbXzAvH/TznlpzLvIvn8fKxl3mr7i3+euKvWE1WltqXMjN3JuXZ5WRbsskyZWEz21hqX0pB5vgrvQkhhBBCiMSYNIOUp7Ye5897G8myGFlamc83/mYhy4JKDhfs+T1faX+J1uAKHiawZJkpMOZQZC1lVVYVM7MqWZgzj0JLag9MhpszHT52lpcX97vZ1WjgzWO+7X97Th4ZpiTPAbOfRWf1dXSfPoXt+BYszbXktB3DeGIbBnd/YDePtZCG6usn9hw2+NI5X+LOs+/kvcb32NOyhwMdB9jbupfegd4hu/7i47/gvGnnRfMbCSGEEEKIOFJaJ39q0HgopVqA4xHuXgy0xrE5qWIq/J6J+B1btdZXxfqg44zZaKRDHKR6G1O9fTCyjeket8Ol+msg7YtOMVCbhJhN9b/LaNK57ZDe7fe3PS79rBhd2g1SxkMpVaO1XpHsdsTbVPg9p8LvGK10+BulehtTvX2QHm2MRqr/ftK+6CSrfan+dxlNOrcd0rv96dz2yWDSL+YohBBCCCGESC8ySBFCCCGEEEKklMk+SFmf7AYkyFT4PafC7xitdPgbpXobU719kB5tjEaq/37Svugkq32p/ncZTTq3HdK7/enc9rQ3qXNShBBCCCGEEOlnsl9JEUIIIYQQQqSZuA9SlFJGpdROpdSLIe77nFKqRSm1a/DrC/FujxBCCCGEECK1JWIxx38EPgByw9z/jNb6SwlohxBCCCGEECINxPVKilKqAvgk8LN4Po8QQgghhBBi8oj3dK+fAF8HvKPsc4NSao9SaoNSqnKsA1511VUakC/5isdXXEjMylecv+JC4la+4vgVFxKz8hXHL5EEcRukKKWuBpq11ttH2e2PwEyt9RLgFeBXYY61VilVo5Sq+eCDD+LQWiFiS2JWpCOJW5FuJGaFmLzieSVlFXCtUuoY8BtgtVLqqeAdtNZtWmvn4M2fActDHUhrvV5rvUJrvcJut8exyULEhsSsSEcStyLdSMwKMXnFbZCitf6G1rpCaz0T+DTwmtZ6TfA+SqmyoJvX4kuwF0IIIYQQQkxhiajuNYRS6ntAjdb6BeBepdS1gBtoBz6X6PakKq9X09brwuX2YDEZKcqyYDCoZDdLCCHGRfoyMVlILAuRWAkZpGit3wDeGPz5X4K2fwP4RiLakE68Xs2Bpm7ufKKGug4HFQVWHrttBQtKc6RDFEKkDenLxGQhsSxE4smK8ymordcV6AgB6joc3PlEDW29riS3TIiJOdB+gM31m9FaiqRMJdKXiclCYlmIxEv4dC8xNpfbE+gI/eo6HLjcniS1SIiJe+HIC3zznW8CcMO8G/juRd9NboNEwkhfJiYLiWUhEk+upKQgi8lIRYF1yLaKAisWkzFJLRJiYtocbdy/5X4WFCzg4ukX89yh59jdsjvZzRIJIn2ZmCwkloVIPBmkpKCiLAuP3bYi0CH6574WZVmS3DIhxufpD57G6XFy26LbuGXhLeRYcvjV+yGXQxKTkPRlYrKQWBYi8WS6VwoyGBQLSnN4/ourpIqISFser4ffHfodS+1LKcvyVRtfUbqCt+reom+gD5vZluQWiniTvkxMFhLLQiSeXElJUQaDwp6TwfQCG/acDOkIRdp5r/E92vrbuKj8osC286adh9PjZFPDpiS2TCSS9GVispBYFiKxZJAihIiLV46/QqYxkyX2JYFtc/PnkmHM4L1T7yWxZUIIIYRIdTJIEULExeaGzZxVdBYW45k52yaDibn5c6lpqkliy4QQQgiR6mSQIoSIuZOnT1LfU091UfWI+xYULuBw52E6+zuT0DIhhBBCpAMZpAghYm5zw2YAFhUtGnHfnLw5AOxv25/QNgkhhBAifcggJcm8Xk1Lt5P6jj5aup14vbIit0h/W05toTizmFJb6Yj7ZuTOAGB/uwxSJjPp20S6kFgVIjVJCeIk8no1B5q6ufOJGuo6HIG66wtKc6RqiEhb7s463j3+Glf09lG+89ecWnbLkPttZhsl1hK5kjKJSd8m0oXEqhCpS66kJFFbryvQMQLUdTi484ka2npdSW6ZEBOkNQd+dzs9SnOOwUbFe78g79iWEbtV5VbxQdsHSWigSATp20S6kFgVInXJICWJXG5PoGP0q+tw4HJ7ktQiIaJ08C/s7qgFIOuc23BklzC95gnQQ6dPVGRXUN9Tj8PtCHUUkeakbxPpQmJViNQlg5QkspiMVBRYh2yrKLBiMRmT1CIhorR5Hbuy8ygwZ1OQkU/TnI+Q1XqIrObaIbuVZZeh0Rw/fTxJDRXxJH2bSBcSq0KkLhmkJFFRloXHblsR6CD9c2GLsixjPFKIFNRxHI5vYrfVxhxbGUop2qefi1cZKfjw7SG7lmWVAfBh54fJaKmIM+nbRLqQWBUidUnifBIZDIoFpTk8/8VVuNweLCYjRVkWSdYT6Wnfc7QYDTRoJx+x+QYhHrOVbvs8Co6+Q92FawO7lmaVolB82CWDlMlI+jaRLiRWhUhdMkiJM69X09brCtv5GQwKe05GElsoRIwc2sjuohmAhzmDgxSAztKzmLH3eSzdTbhyfCWJzQYzJbYSGaRMYv6+zd8HnupyyD+AIiWEOi/LeViI1CODlDiS0oZiyujvgrpt7J67HLO7mSqrPXBXd5Fv8cacht20LbgysL0sq4yjXUcT3lSRONIHilQjMSlE+pCclDiS0oZiyjj6Fnjd7DVBlbUEs+HM5x+O3Gm4LVnknNoz5CFlWWUcP30ct9ed6NaKBJE+UKQaiUkh0ocMUuJIShuKKePwq3jNNj5wtTPDWjL0PmWgp2AG2Y1DF28syy5jwDtAfU99AhsqEkn6QJFqJCaFSB8ySIkjKW0opozDf+X4tGr6PM6RgxSgN7+CzM6TGAbO/HMgFb4mP+kDRaqRmBQifcR9kKKUMiqldiqlXgxxX4ZS6hml1GGl1LtKqZnxbk8iSWlDMSV01UPXSfYXTANgZshBShUKja31cGCbf5By9LTkpUxW0geKVCMxKUT6SETi/D8CHwC5Ie77PNChtZ6rlPo08ABwcwLalBCxKm04VoUwIZKqvgaA/WYjZmWiPLNoxC69+RUAZLUcpKfsbABsZhs5lhzquusS11YRN+H6KSnvKlJJqJgssJrlHCtECorrIEUpVQF8EvgB8NUQu1wHfHfw5w3AT5VSSmut49muRIq2xLBUIhEpr24bGMzsd5+m0lqMUY28QOvOzGXAko21/diQ7XarnZPdJxPUUBEvY/VTUt5VpJLgmJRzrBCpK97TvX4CfB3whrl/OnASQGvtBrqAkR/DTmFSiUSkvLoavEWz2N9bFzIfxc+RU4q149iQbTJImRyknxLpSmJXiNQVt0GKUupqoFlrvT0Gx1qrlKpRStW0tLTEoHXpQyqRpKcpE7MeNzTs5EThTPo8TmZaS8Pu2p9TSmbHCQi6UGq32WnsbWTAO5CI1ooxTDRupZ8SyRJtXyuxK0TqiueVlFXAtUqpY8BvgNVKqaeG7VMPVAIopUxAHtA2/EBa6/Va6xVa6xV2u3343ZOaVCJJT1MmZpvfB3c/B7ILAYYs4jicI2caJlcv5t4zb3G7zY5He2jsaYx7U8XYJhq30k+JZIm2r5XYFSJ1xW2QorX+hta6Qms9E/g08JrWes2w3V4Abh/8+cbBfSZNPkosSCUSkdLqfEnzhyxGDCjKMwrD7urI8V1lsXYcD2wrGZweJlO+0pv0UyJdSewKkboSUd1rCKXU94AarfULwM+BJ5VSh4F2fIOZSc/t9tLc42TA48VsNFCSnYHJFHq8KNVxREqr3w6ZeRwc6KI0o2DISvPDOXJ9JYqtHcc4Xbkc8F1JAajrkQpf6Sy4n/J6vXg0aO2r9jW8v5JqhSKVjOccO55ztxAiegkZpGit3wDeGPz5X4K29wOfSkQbUoXb7aW2qZu7n9oeqCV2IicAACAASURBVCTyyJrlLCzNGXWgItVxREo6+S4Uz+dgbz0VIUoPB3NbshmwZJEZdCUlPyMfs8EsV1ImAYNBUZRlGbVSklRSEqkoknPsRM7dQojoyDsrwZp7nIFODnwJenc/tZ3mHmeSWybEODk6oe0wvUVzqO9voyKzePT9lcKRM21IGWKDMlBsLR5zrZTNh1u54aHNfPRHr7P+rSN4vDIrNBWNVSlJKimJdCXnbiESTwYpCTbg8YasJOL2hKvSLESKatgBwOFc35StMQcp+Cp8WTtODNlmt9k50X0izCPgpb2nuPVn71LX2UeWxcS//bmW/9x4IIqGi3gZq1KSVFIS6UrO3UIkngxSEsxsNISsJGIyyksh0kxdDaA4aPbNGq2wRjBIySrG5OrB2H86sM1utVPXXUeomhlHW3v559/uZk5JNv/xd0v49tXVXL6whIffOMKWIyMKAYokG6tSklRSEulKzt1CJJ68uxKsJDuDR9YsH1JJ5JE1yynJlpwTkWbqtkFeBYecrVgNForMuWM+xJnlG8hknm4IbLNb7fS5++h0dg7ZV2vNv/xhHwBfuXwemWbfP7K3XTiTwiwLP/pLbciBjUiesSolSSUlka7k3C1E4iW8utdUMDDgobnHidurMRkUJdkZmAf/wTKZDCwszeHZuy7E7fFiClMhZKpUwPFqL+397bg8LixGC4WZhRiUIex2kSK09l1Jmb6Mgz31lGcWYVBjx6czy5dcn9HVQG/JQuBMha/6nnoKMgsC+75xoIW3D7Xy2ZUzKAr6R8BiMnD9udP5+TtH2XKkjYvmjn0FRyRGqEpJBVYzbb2uQNWvnEwTz6xdiS9cFPYsy5To65JN+trwQp1vvV49opLXgpJsnlm7csi5XZLmw4sktiT+xGhkkBJjAwMeapt7uCeoAsjDa5azsCR7yEClPN8a9hhTpQKOV3s51HGIe1+7l4beBsqzylm3eh1z8udwpPPIiO3zCuZJ55UqOo6Cox1dNJ9D7a+yLHduRA9z2gYHKUFXUooHp4nV9dSxuHgx4LuK8uNXDlKSk8GVi0auYv+ReXae2XaS32w7KYOUFBNcKcnflz34ygFuv2gW9z23J9CnPXDDEt460MQ151QMqZg0Gfu6ZJO+NryQ59vPrsBsUnzu8W2Bbb+84zwG3Jo7n5zc5+VYCRdzwbEVyT5iapMoiLHmHmdggAK+xLp7xlkBZKpUwGnvbw90TgANvQ3c+9q9tDpaQ25v729PZnNFsLrtADQVTOe028H0CJLmAbwmC67MPDK7Rg5SGnrObHv7UCt767u47pzpmAwjuymLycBFc4p4ad8pOvsm1/tiMvH3ZTcsrwwMUMDXp9333B5uXFE1omLSZOzrkk362vBCnm+frOFku2PItpPtjsAAJbCfxGpY4WIuOLYi2UdMbTJIiTG3V4euADKOkqlTpQKOy+MKdE5+Db0NDHgGQm53eeRkkDLqa8CUySGj7xPEygiS5v36s4qGXEmxmqxkm7Op764PbHt801HyrWY+Mi/8cT86386AR7Px/aYJ/AIiEfx9Wb7VHLJPMxrUlOjrki1sX+uVvjbc+dZmGVrMwWYxSqyOQ7iYC46tSPYRU5sMUmLMZFChK4CM43LwVKmAYzFaKM8qH7KtPKscs9EccrvFKMm1KePke1A0l4OORgCmZ4y+kGMwZ1YxGV31Q7YVW4up7/FtO9ray+sHWrj8rNJRK+fMKs7CnpPBy/tOTeAXEIng78s6HQMh+zSPV0+Jvi7Zwva1Bulrw51v+1xDBx99Lo/E6jiEi7ng2IpkHzG1ySAlxkqyM3h4WAWQh8dZAWSqVMApzCxk3ep1gU7KPx+12FoccnthZmEymyv83E5o2gfF8/mw9xQF5myyTJkRP9yZVYzF0YFh4MynksXWYup6fAs6/mrzMUwGxcfOKhn1OEopVswo4O3DrfQ43RP7XURc+fuy57af5IEblgzp0x64YQkbak6MqJg0Gfu6ZJO+NryQ59vPrqCy0DpkW2Whb7vEamTCxVxwbEWyj5jaVLqV8FyxYoWuqalJdjNG5XK5ael1BSqA2LMsmEzGQPUQs8mAyaBwuMJXs5HqXkmp+BGXP3A6xOy41NXAzy6HS7/BZ9rfwaO9fG32DRE/vLB+J3NqnmTfp9bjKJoNwLMHnuW1E6/x+qe2cOG/v8a5lQX8w2VjJ+PvP3Wa+1/czyNrlnPV4mkT/pXSXErH7fD+0GhQeDUYFRgMBgqsZjocA5O+r0s26WvDC1WRUynl2xZUhRMYsU2qe4U3yap7SaeUBFLdK8a8Xs2Rtr4hlUKe+Pvzcbq9Q7b96MYl/PDlA7T0OENWCAmukDOZGZQhkDgdyXaRAuq2AaCL5vNh3QZW5i8c18P7B9dKyTjdEBikFFuLcXldPF2zj16nh48vimzAMb8km0yzgc1HWqfyICVlDQx4ONDSO2q1Q2BK9HXJJn1taG63lwPNPUMqzD2yZjkLS3OGVOGcKlU3YymS2Jrq8SdGl5LD1XQWqlLI8aBBi3/b1zbs4e5L50iFEJF+6mrAVkyz2Uyfx0lZxvguzQcWdAxR4ev5vXuZUWhjjj0romOZjAYWTsvl7UOt42qDSIxYVDsUIp6ae5wjKszdHSJGp0rVTSFSiQxSYixUpZBwVUHyrebAz1IhRKSNuhoons/RPl/SfFlGwRgPGMpjtuI2W7H0nKnKZbf6FnT8sOMkH11gR0WwMKTf4vI8jrb20tDpGHtnkVCxqHYoRDwNeLyhY9TjHbJtqlTdFCKVyCAlxkJVCglXFaTTMRD4WSqEiLTQ2wqdx8C+gA/9g5QJJDm6rAVkdJ8ZpBRZfdXBTJYOVo1zccbF03MB2HRYrqakmlhUOxQinsxGQ+gYHVZZcKpU3RQilcggJcZCVQqZUWQbse1HNy7hkTeOSIUQkV5Ovuf7bl/AUUcTVoOFfFNkU7OCOW0FWLobA7cVZnDnYC/oJTfTPK5jVRbayLOa2XykbdztEPEVi2qHQsRTSXbGiApzj4SI0alSdVOIVCKJ8zFmMCgWlObw/BdXDalWAwS2+at7/fSWc6WajUgvJ7aAwewrP9z4V6ZlFIxrapafy1pAbtuHoDUoxc6jLjyuAmwFXeM+lkEpFpXn8s6hVrTWE2qPiA+z2cjCkmyeWbtySOWk4KR5IZLJZDKwsDSHZ++6cNSqXeHO7XLuFiJ+Ih6kKKWMQGnwY7TWJ+LRqFQQSQng4H0iKSs8ooLN+D+ATklpVEJQROvku1A0F4wWjjqamD9sIa5IOW2FGAccGJ3deDJz2XSwH4O3gH4mtnr84vI8Nh9p41BzD/NLcyZ0DDE+Y/WRbreX5h4nAx4vZqOB6XmZUq41AaQ/Htvw2M3P9P1bM1am1FSpupkOJM6nhogGKUqpLwPfAZoAfzaZBpbEqV1JFUmpwVD7jFVWeDLyai+HOg5x72v30tDbEFiMaV7BPOkwJpuBfmjYCQuvptvtoMXVxUcKF0/oUC6bL48lo6eJdmMONR86KZtVRKdzLx7txqjGd5G3utyXl/Le0XYZpCTAWH2k2+2ltqk7ZFlXGajEj/THYwsVuw+vWc5/v3qQjfubJVbTgMT51BHpq/mPwAKt9SKt9dmDX5NygAKRlRoMtc9ULCvc3t8e6CgAGnobuPe1e2nvb09yy0TMNewEjwtKqjnW57viUT7O8sN+TpuvIpilu4kdR5243DCjoAgvXjqcLeM+XklOBvk2MzXHJO4SYaw+MtKyriK2pD8eW6jYveep7dywvDJwW2I1tUmcTx2RDlJOAuOfLJ6mIik1GG6fqVZW2OVxBToKv4beBlyeyT9Am3JObvV9LzkrUNlr2jjLD/s5/VdSupvYfNBJdibMLvRV+GrtbxztoSEppZhfmsO2Yx0Tao8Yn7H6yEjLuorYkv54bGOdu/23JVZTl8T51DHqIEUp9VWl1FeBD4E3lFLf8G8b3D4pRVJqMNw+U62ssMVooXxYXkJ5VjkWo1Q8mXROvAt5lZCZx1FHI0ZloCQjf0KH8phteEwZGDob2XHUSXWFkXyLf5ByakLHXFCaQ32ng8au/gk9XkRurD4y0rKuIrakPx7bWOdu/22J1dQlcT51jPUuzBn8OgG8AliCtmWP9kClVKZS6j2l1G6l1PtKqX8Nsc/nlFItSqldg19fmNivEVuRlBoMtc9ULCtcmFnIutXrAh2Gf25o4QTWzhApzOv1XUkpOQuAD/saKbUUYJzo/F+lcFoLcDafYsADiyoN5FgKUCjanOO/kgKwYJovF6XmuFzyj7ex+shIy7qK2JL+eGyhYvfhNct5bvvJwG2J1dQmcT51jJqdqrX+VwCl1Ke01r8Nvk8p9akxju0EVmute5RSZuAdpdRLWuutw/Z7Rmv9pfE2PJ4iKTU4fB9bhoE+p5effPocTAZFptnAyY4+rIOlNgc83pDHiaSKWCozKAPzCubx9Cefliobk1nbIXB0gN03SDnS1zjuleaHc9kKMXU0YrNAZZHCoAzkmAsmfCVlRpGNDJOBmmMdXL1kYlXHRGRG6yP9Vb1yM008s3YlBoNvjGsxGWjucaK1Tsu+Lh1Ifzy2ULGbYzbynWsW8c1PVmMyKIptvsF2Q6cjUJ0uVFniUNL9nJ4OJM6njkhL6HwD+G0E2wK01hroGbxpHvwaq8Jfyoik1KB/n1CVbB66dRlv1jazYlYhX9uwJ2QFnEiqiKUDgzJQbB3fKuEizZzY4vteUs2A1029o5UlOTOjOmS/tYCCpmPMmWbAMLi2SZ6lkFbnxAYpJoOBOfZsSZ5PkFB9ZKi+8OE1y9l+tJV50/K477nQfaGIHemPxxYcuwMDHmqbe7gnKGYfv+M8XANe7hpndbrJck5PBxLnU8NYOSl/o5T6b2C6Umpd0NcvAfdYB1dKGZVSu4Bm4BWt9bshdrtBKbVHKbVBKVU5kV8i2UJVsvni0zu4bllFYIDi3x5cASeSKmJCpIQP3wRbMeSWc8LRggdv1FdSGlUxufSx2H4mhyQ3iisp4Jvy9cGpbnqdY3ZPIg5C9YX3PLWd1dVlgQGKf7v0dSIVNPc4AwMU8MVmXbsjMEDxb4uk4pec04WIrbGujTUA24H+we/+rxeAj491cK21R2t9DlABnK+UGr6owh+BmYPljF8BfhXqOEqptUqpGqVUTUvL+MuTxlu4SjZa61Er4ERSRUykp1SP2XHxeuHoG1C2BJTiqMOXM1I2wfLDfvscpQAszW0NbMu1FNLlamPAO7GT+vzSHDxas+tkZ1Rtm6qijdtwfaF3jL5QiImKNmbd3pGxabMYJ1SdTs7pQsTWqIMUrfVurfUvgbla618Fff1Oax1xrU+tdSfwOnDVsO1tWmv/RxM/A5aHefx6rfUKrfUKu90e6dMmTLhKNkqpUSvgRFJFTKSnVI/ZcWnaB33tUHYOQNTlh/22dE4DwO4+M0jJM/sqfLU7J7by/PzSbBSwTaZ8TUi0cRuuLzSM0RcKMVHRxqzJMDI2+1yeCVWnk3O6ELE11nSvvUqpPcD2wSlZQ77GeKxdKZU/+LMVuAKoHbZPWdDNa4EPJvRbJFmoSjYP3bqMP+yo40c3LglbASeSKmJCJN3RN33fy5b6bvY1UWTOITOKco/dTsW7g4OU7L7mwPY8i+/qzESnfNksJqoKbdTIeilJEaovfHjNcl7bf4oHbgjfFwqRLCXZGTw8LGYrCq08OoHqdHJOFyK2xkqcv3rw+z8Mfn9y8Psaxk6CLwN+pZQy4hsMPau1flEp9T2gRmv9AnCvUupafPkt7cDnxtn+uAlXocNfuWZ4xY/59iyeWbsSt1cHqntde+50LEYDv7vnIhwDnsD+Xq+m8XQ/Ax4vRVkWfnfPRWGrf43RSOhrAbcLTBaw2fEq32qsLo8Li8GCwWCg390v1S/ExH34BuRXgc13leNI36mor6LsbcqglTwGlJksx5kpGrnm6AYpAPNKc9h8pBW3xytrHSSYyWRgYWkOz951IQMeLyaDwmYxULioDKXgmbUr8WqNQSkyTAbael0UWM10OAYmTzWkEP0yhvHHoVd7z/TlRgv5Gfl0OjulmlGMmc1G5hUNPX8XWS0YjWrINv8AZbSKX5FUBk15MYrfqJogsS8GjVWC+DiAUuoKrfW5QXfdp5TaAfyfUR67Bzg3xPZ/Cfr5G/iqhKWUcBU65hZncaC5Z0jlmkfWLGe+PYuDLb3c/dR27NkZfP2qBUMqev3oxiX88OUDtPQ4eeLvz6fP5RlxjLGqhoRoJDTvh998BjpPQH4V3jXPc8jg4d7X7qWht4HyrHK+v+r7/GTHT2h1tLJu9TrmFcyTN7eI3IADjr0Dc68AQGvNsb4mVhVUR3XY2lYzFqOmLzN/yJWUbHMeBmWc8FopAAun5fDXD5qobexm8fS8qNopxs9k8v3zVtvUzR931fHJpdP54tM7hlQ+/NPuej6yoJS3DjRxzTkVQ/rDtK6GFKJf5tO/hpLqcf2j59VeDnUcGtKXP3jZgzyy6xFer3s9sC6E9OfR6+93c6itd0h1L9+VlQxuXr81sO3Xd15Al8M95rk7ksqgKStG8RtVEyT2RZBIX2GllFoVdOOicTw27YSr0BGqcs3dT22npdcV2H73pXNGVPT62oY93H3pHOo6HBxv6wt5jLGqhozQ13KmIwHoPEF71/HAGxugobeBb236Fn9/9t/T0NvAva/dS3u/zNUX43D0bXD3Q8V5ADQ5O3B4XZRFuWhWbYuFylwnfRn5ZAddSTEoA3nmQlr7Jz5ImV/qW9Rx+3GZ8pUs/r7yxhVVgQEKnKl8eOOKKu57bg83rqga0R+mdTWkEP0yv/mMb/s4tPe3j+jL/+n1f+K6edcFbkt/HhttDteI6l73PLWdPqd3yDanW8fm3J3KYhS/0ZDYF8EiHWh8HnhIKXVMKXUceAj4+/g1K7nCVegIVQVk+PZ8qznkPvlWMzDxqiEjuF1nOhJ/uzOyAm9sv4beBvIseYGfXZ40PfmL5Dj0FzBZYdrZwJmk+WjKDzsGFMc6TczMc9A77EoK+Cp8RTPdqzjbQmGWhRoZpCSNv8qX0aBC9nf+7eHuT9tqSCH6ZTpP+LaPg8vjGrUv99+W/jx6o53XgxkUsTl3p7IYxW80JPZFsIgGKVrr7VrrpcBSYInW+hyt9Y74Ni15wlXoCFUFZPj2TsdAyH06HQPAxKuGjGCy+C7FBrfb2Ut51tCVtsuzyulydQV+tkSR7CymGK3hwMu+hHmjb5B91OGruhVN+eFDbWY0ipn5/fRl5JM50IPJfebkH+1aKUr55oVvOyqftCWLv8qXx6tD9nf+7eHuT9tqSCH6ZfKrfNvHwWK0jNqX+29Lfx690c7rwbya2Jy7U1mM4jcaEvsi2FjVvdYMfv+qUuqr+K6ofD7o9qQUrkJHqMo1j6xZjj3LEtj+yBtHRlT0+tGNS3jkjSNUFFiZUWQLeYyxqoaMYLP75or6O5T8KgrzZrBu9brAG9yfk/KLvb8IzOMsjHKajphCmj+A03WBqV7gu5JiM2aQa7JN+LAHWs0oNFV5Tnoz8gGGTPnKsxTR4+6i39M34eeYX5pD4+l+6jsdY+8sYs7fV26oOcFDty4bUflwQ80JHrhhCRtqTozoD9O6GlKIfplP/9q3fRwKMwtH9OX/j703j5OrqhP2n3Nr6a7el+o1e0InEHYSFQhLAriNCy4o+Ao44qi4vJHgjOOoI8YfvuOMI2Eio3FDZREXUAIqKkvCEtYAgUAI6ex7et+ru5Z7fn/cquqq6nurbm3dVd3n+dCf7jp17rm36W++95y65zxn3ap1bGzfGH2t8nluqPe4J9i9fnT1MspKtLiyEqfIzb27kMlR/GaDin1FLEJKa0mXEOKzUsofCyFuMntfSrk2b1dmwfLly+XWrVvzfp5Udq+IOShi9wgEQka5LnE5NJyaYDRs9HK7BKP+cXuXrkvTNjK4yKR2L5fmAikZDY3h0px4S704nS7L5oJ6kC5fF4FQAJfDhdfjxamlEsBNK/KyUneyYjbnPP492HQzfORXUbPXda+soycwxNdPujLjZr+9uZauYVjztsPUDR7isld/wiNv/RqHm4xtknb2vcSfD9/JTWffzqzyhRmdY1/XMF/743ZuvfIsPnD2rIyvtUgoyLiN5MSQLnFoAiGMh3MupyAQlAgBIGgod9M3GixeG1IiiXnZUw++7rRtSVaGI13XCckQIRnCqTmjeTqxfoEbkAoqZkdHg3T7/HF2L7fbMaEPYHbv1jRh2lcoWkJBGDoOoYDxBL2iGRy56QfYjVE7di9d6pPdXyniP2rxkuovekII0TgVg5GpxsrQ4XRqtNbEP/LVdcnuruE4G1is0SvRVqNpYkIbGV4kVDTFFwFejxc9FKS9dxerN6+JGjLWr1xHW+1iNJOEE9SD7OrdxZpNa+KMGotrF8+0gYoiwo4/GlaX8AAFYM/IcZZWzE1yUHJCujHd6+ymQQBGIk9S4vZKMc7XNXo840HKvLoyytwOnt/fMxMGKQWHWU786bXLaWuooL1zaEJ50dq8zIjNy1nYkjSh4fV448pqSmpM83RbTRt7+/fGGZGUAckeui7Z1ztiGpOJfYDEe7eVCbRo41nXoXNnXuxeZtYuqxg1i/3Y16q/MnNIFXVXAy8LIdqFEL8SQnxGCHHaZFxYMWFmA4s1ek2FrabH1xkdoEDYiLF5DT0+c0tHl68r+g8+Un/NpjV0+bpM6yumOV274cTrMC8q9aM/MEJPYDCrRfMH+52MBjXm14wCMOqqIKg5qfCND1KqIhs6jmW+LkXTBG1NFTyv1qVMCckMiWblRWvzSkWObUnJ8nSiEUkZkOxhFat2YjKbYwuSPNq9zKxdmcao6q/MHJIOUqSUV0gpZwHvAP4GnIGxQWOnEOIvk3GBxYCVDSxi9JoKW41fD5oaMvx60LR+IBQwrR/QA3m7RkUBs+N+43vMIGWfL2z2ymIucHu38W9iXrUxSEEIRkpqqYi5CZY5KnBpbrqz0BADnNxUxe6OIXqLtcNQxFgaEkP69LJ5pSLHtiSrPB20yvfKgJQSq1i1E5PZHFuQ5NHuZWXtyiRGVX9l5mDX7rUPeAl4GdgGdAA5mK80PbCygUWMXlNhq3FrTlNDhtviUajL4TKt79Ks17AopjE77oeGU6B8/BH73mHjyUZrFmavfb0uypwhakvHB8vDJdVUjJyIvhZCUO2qz8rwBXByi7Ffygv71afJk42lIdGhmZYXrc0rFTm2JVnlaadVvlcGpJRYxaqdmMzm2IIkj3YvK2tXJjGq+iszh1R2r68JIR4UQjyLsTO8G7gNQ0O8ajIusBgws4HFGr2mwlZT52lg/cp1cYaM9SvXUecxt3R4PV7WrVo3waiROC9UMQPo3gPHt8c9RQHY6zuOSzjxuqsybnpfn5OWSn940bTBcGmt+V4pWUz3AljUUIHLIdSUrykgmSHRrLxobV6pyLEtKVmeTjQiKQOSPaxi1U5MZnNsQZJHu5eZtSvTGFX9lZlDKrvXTmAYeBB4GnhOStlvecAkkGtTkpXFK7bcFfag+8K2LjMbV6L1q8ytMTyWB9uHidHLakGbHgrS4+vErwcpdZSgSx2/HsCtudAcbkZDo3GGjajdSw/g0ly4tXAdzY2maYwGjZ/rJGgBn6lRrAisMskoKOPMlPHk9+HRb8OHb4eKxmjx57b/Lwd9HXxr8cczajakwzX3NXHu7H7e19YdLT/58BOcceBh7nr3XQSdxs3+0aP3sbP/Jf7n3D8jROZ/lrUPvo7bqfHAFy/IuI0ioCDiNpIzdV0PWw4FgZCMGg9jLV5CCBwCNE0rfhtSIok5urQOhsNPCqUEJDhLornbjskoNp8GQgG6fF0E9SBOzUl9aT0DgQH8IT8iHApCiEK3MxZEzEYws3uVltr7f2fVhyg4zPoOYK8soY8R27dwa07qPA2mQp50YztCYox7PV5cjvinJIn9FWX3mp4k/YtKKU8WQtQB5wMrga8KISqAV4CnpZS/yP8l5g8rM4eZgSbW1rXh6mWc3FQZHajoupwcY02aphjN4cRb0WJq+rp5xc3c+tKtdPm6ooYNp+akubzZ1MIRV/+8tbQ99HW0oQ70q/9IuxZSVpnpxI6N0LAkboACsHfkGHMsnsTZ4eigk4AumFUxFlc+HF6IXzHSSV+V8QletbuO0dAII6Ehyp2VGZ/z5OZKHnzlGMNjQcpLCrbDVvREcum6h9/kE+cv4FdP7+MT5y/gX+97NZoTN1y9jPWP7uLvOzqK34JkhVmO/uidsP0+aLsMHvhiXO7WG06mvX9PNH+umr2K68+6Ps5aFJtPdanHWbzM6q9dsZZf7/g1Xzj7CyoP22BsLEh79zCfu+vFaKz+6OplLPaWU2IjZ1iZQAsKs7i8+o8QHDXvTyRYQ+OasmkOTcfmFUsgFKC9r93UYBc7UIn0VxTTm5TZS0rZI6X8E/BNjClfvwdWAT/L87XlnXQMNLG2ruvvepGOobGU7eTc8JGhecPM9PWNLd/gutOvMzVsmFk44uo/cxM9F30Z+g7S039AWWWmEz374NgrE6Z6jYTGODrWk+V6FOMG1lqZMEgpjQxSxtelVLsiGuLspnwtaa4iJCUvH+zLqh1FciI58MPL5vCv970a/R6bE6+/60U+vGxO9HVRW5CsMMvRv7sGzv74+AAlUv6bjxm5OSZ/Xt52+QRrUWw+TczNZvVv2nITl7ddrvKwTbpG/NEBChix+bm7XqRrZBrFpllc9u7NWX/CzByaqc1LmbsUsaRak/J+IcR3hRBPYiyW/2+gHvgyUPRDWCszR8DCQBNr6wqG9JTt5NzwkaF5w8r0Ve2ujv4ca9iwsnDE1S8zOqv+knJllZlORK1e8dOj9oUHENmYvfb1unBpOg1l8QYWs13noxriLAcpi5sq0AQ8rxbP55VIDqzxuOK+X69NtAAAIABJREFUxxKbQyOvi9aCZIVVjtYcpuWJubnaXZ00nybmZqv6kXKVh1MT1KW5iU63ngpfdJjFpassp/2JRHNopjYvK1Nd0MJMqpjepHqS8o9AJ/AVoFlKeaGU8qtSyo1SyuzF2VOMlZnDZWGgibV1OR1aynZybvjI0LxhZfrq9/dHf441bFhZOOLqjxidPvfYsLLKTCdevx+85lO9AFpL6s2OssW+PifNFX4cCVlnzFVOUHMlbOhoDFK6sxyklLmdzKsv5/l93akrKzImkgP7fIG477HE5tDI66K1IFlhlaP1kGl5Ym7u9/cnzaeJudmqfqRc5eHUODVhbqKbTtMQzeIyMJLT/kSiOTRTm5eVqa6A11cp8kiqfVI+JKX8vpTyGSnltPtIJh0DTayta8PVy2isKEnZTs4NHxmaN8xMXzevuJnbt99uatgws3DE1T9vLXVPfB9q5lJXPU9ZZaYLvQfg2DaYd/6Et/aOHMeBRmNJdUZNS2k8SWlNWI8CgBAMl9ZSGTNIKXWUUeLw0DWW3V4pAEuaK3n5YB/+oJ66siIjIjnwvhcP8Z8fPiP6PTYnbrh6Gfe9eCj6uqgtSFaY5eiP3gkv3w3vv21C7q7zNMTlz43tGydYi2LzaWJuNqu/dsVaNrZvVHnYJt4yNz+6ellcrP7o6mV4y6ZRbJrFZe3CnPUnzMyhmdq8lLlLEUtSu1fSA4X4iZTyMzm+npRMpd1rNBDCaWH3mjTDRxp2r7jD4mwc5navuPqxVg5l98qKorF7PX0b/P3r8KGfQWX8bM4vvf5jdg4d4uYl12bUdMewgy/8qYEPLunkvNkDE96/YMedlIQCPHjxf0fL7tr9fRo8s1l96nczOmeE5/Z1c+sj7dz3ufNZNq82q7YKlIKI20S7lyYgMmPG7XRQ63HR6wsUvgUpWxJztKcefN1GuQwZI/aY3J2uASlZfU1oaGhomlboebggYjbC2FiQrpFxu5e3zG1r0XxRYdfulXZ/wr7dy25M2rF7TQHTMFkVPtn8K/xxzq5iCrFj5hBCmA5eSt0a/oDEH9Jj1MR5tnxoWlLzRtLjHC5AgsNJTWnNxIFJMGAkHhnELcKJx+MiGAzQNdpFSA8RJIBe6kWL2eRPA/Upx3Rgx0aoWzhhgAKwZ+QYLVksmt8fXjQ/q9LkSQowUlJDfffrcWWV7tqsp3sBnNxs7Ovywv6e6TpIKQiscmkgEKJjaIwj/UGcmsAxHQcmMLETWDXLyLt6+AmeHowftAwcGX8dgyY0vB5vtIN3fPg4mtBwCRcBGUCXOm6Hm+by5mgOV/k3PRI/VKwuiZ92OC0Hz2ZIHUIBIzZDwnhtZ4/vuP6Ey3JgE4nlCLrU6fJ1pRy0ODQHLocLicTlcCGEsHWcYvqR8SBFSvliLi+kkLCjJm6oKOEr71rCv9wbr9iMVRMXCnZUgHowQHvfLlZvvjFGK3gLC2sW0d6/d4IOcHF1G07nlH+yocgVg8fh8PNw1sQ9UPx6gMO+Lk6vnJ9x84cHjFTTVG4+a3S4pJaSwDCuwDABVzkA1a46DgztQkqZ1V4p1R4XrTWlPL+vh+svXpRxO4r0CQRC7OwYitO7/ueHz+BXT+9jzduXTB8FsZUevuFk6Nw5UUn8+H/Bm39GP/m9tF/29Xid6yXrWVSziD198Wriz575WW6Mzc9K9Z4Riff3z144n/eeNXuCgvjkxgpcrmmyZspKQRwYht9eHR+bTaeByVORaFMZqoXtHmdWb92qdWzYtoFNhzep2J9hpLJ7PSiEeMDqa7IucrKxoya+fuWi6AAlUidRTVwo2FEBGlrBGxO0gjfSNdpjrgMcVTrAacUbDxrfE9TDAAd8nYTQs9IPHx5wUlMapMRpPr10uDRs+BqJN3wF9DEGA70ZnzfCkqYqtu7vQZ9Oxp4ioGNobILeNaIonlYKYis9/NBxcyXxWR8DoOecj0/UuT62mi5f1wTV8I2J+VkphjMi8f5+xfK5pgriQryXZ4yVgjgyQImU/e4aI2aTkKla2O5xZvXWbFrD5W2Xp3U+xfQg1ZOU/07x/rTEjprYSrEZqyYuFOyoAP3SSvsXMi0PKB3g9OKNB6F6NlTPmfDW3hHjptWaxSLcIwMOGsusO6TRDR19HfRWzwfi90qJKIkz5eTmSja92cGbJwY5paUqq7YU9rHSu0by57RREFuph0MB83KPEe/+sjqL/BpIS02ssE/i/d2hCaUgjhCJ2SRkqha2e1yqLRDsnk8xPUhl93o82ddkXeRkY0dNbKXYdCb6VQsAOypAt7DS/jlMy11KBzh9GOmB/U/B3PPAZFrV3pFjCKA5wycpuoQjA04aLaZ6QeyTlIka4lwYviIDk2f3KhXxZGKld43kz2mjILZSDztc5uU+4+mge6THIr+60lITK+yTeH8P6VIpiCNEYjYJmaqF7R6XagsEu+dTTA9s9aiFEG1CiHuFEDuEEHsjXymOKRVCPC+EeEUI8boQYq1JnRIhxG+FELuFEM8JIeZn9mvkFjtq4g2b9/C9KyYqNmPVxIWCHRWgoRW8JUEreAve0jpzHWCpWqg5bdj1N8M6NHeiehiMJykN7uoJHny7dI9ojIU0GsusP6HzO8sIOEriNMRVrtxs6AjQUFlCY2UJz+xRg5TJpLGiZILeNaIonlYKYis9fEWzuZJ42z0A1L1090Sd6yXr8Xq8E1TDtyTmZ6UYzojE+/u9Ww+aKogL8V6eMVYK4ivvmhibFcn36c5ULWz3OLN661atY2P7xrTOp5ge2FIQCyGeAm4C1gHvAz4JaFLKbyY5RgDlUsohIYQLeAr4kpTy2Zg6nwfOkFJeL4S4CviglPLKZNeSK51rrC4zJEFKaakgji2PmGqCusTl0HBqAl/A0BSXOAWjAT21XtNKIxwKGvNBQwFwhT/ZCQXidZVWKmHNhSYlo6ExUyVgrAqw1FHKWGhsXO/n8OAaGyRYWkVXcJiAHsKlOSl1ehgJjlDmLGM06COgB3FpTrylXjSHY7w9Zym6ruPX7Zk34q4lzWPzTEFpMSeN338S9m6Cj/wKTP7ff2jrzXgcJdyw4PKMmt92zM13nqjj+nOOsLB21LLeO16+jYHKuTz21q9Gy36085ssq7+Ya9r+OaNzx/Ljx/fw8qE+Xv73t0+PxdrjTGncJubKiGo4pOuEdElIShxCREVXxsM6YapyLwoi+VvXDSuSHjIWGpc3wnAHELYkCS1sS5IgNHSHmx5C+KVEEwIN0KSkWiuhW/oJyhAOYTxZEkJQX1pPv78ff8iPQOAQDkIyhETidripdlfTPdpNIBTAqTlxa26kkCkVxtFfI0M9bI6Y0piNvY87NUG9x023zx/32u12TM62ArnASnsd28fQQ0b/Qg+C5gwPRnQY6ogpa0R3uOLjwl2DltDWmB6gZ7Qn2oeoK62jxMRsmhhjla7KuOPqS+txOpwT4jCkh+IUxPWl9QwEBqba7lWgf/zpjd2PRj1SykeFEEJKeQD4lhDiRcBykCKN0c9Q+KUr/JU4Iroc+Fb453uB28LnyOtk0IjdY93Db/KJ8xfwr/e9GmfxihhnEnWawaDOmx1DXB9jAfnhx8/h8Z0dLF9QF2f6im0n4eTmFhjvEuh43Vi4VtEIl34LNn4+ro7uXUJ7X3ucCebmFTdz60u30uXrivt5/cp1tNUujg5UIirAQChAe1/7BFvXSZ372eedy+rNXzZtO9amEWvf8Hq83HDODXxjyzdsmT6yOVaRB0JB2PMYzFpmOkAJyhD7fSe41HtWxqc4EjZ7JZvuBYaGuMLXGVdW7aqjayz7JykAS1ur2Lyrkx3HBjhtVmabUiriSTQlvWNpI6svXcz6R3dNyK0/unoZP3h0F3/f0ZE8RxYykfy96f/B2z4LD3wx3oy0/T5ouwye+3Hc+2YWr7Ur1rLl0BbevfBdrImxdq1dsZZf7/g11591PSdVn8Tukd0T83X1SRPy+C0rb2HbiW2c3Xx2XLldg9JMyb2J93Ezu9cvPvkWgkHJp+/cmvqePtWY9SliDHKWJq8r7wJHKfz6imiZ/n9+T7tTxMfFynW0PfIdtJ1/gpq5+D/1KHv8XaYx6Y7Zrd6OpWvdqnVUuav41N8+Fa3z83f+nAH/wESjaO1itev8DMRuNhoTQmhAuxDii0KIDwIVqQ4SQjiEENuADuBhKeVzCVVmAYcApJRBoB+oJ89E7B4fXjYnehOFcYuXlXGmY2gsmtgi9T9/90tcfs7sCaYvy3aSWWB+d43xesUN4wOUmDqGgSveBPONLd/gutOvm/Dz6s1r6Eno8AF0+bpMbV3ds8+KDlDM2o61acTaN647/broICNyXDLzRjbHKvLAkRdhtA9mLzd/e7SbgAxlbfYqc4UodyWXSgyX1satSQGodNXmZLoXwKmtxsBErUvJHYmmpA8vm8P1d71omls/Fy6PvC5Ku1ckf5/1sfEBCoybkc7+uFGe8L6ZxeumLTfxgcUfiA5QYssvb7vcyMuj3eb52qT8xs03cvHciyeU2zUozZTcm3gfN7N7He7xRQcokbKCjVezPkWMQc7S5PXbq6H/QFxZz+CRiXGxeQ0953w8WqdbBC1jMhY7lq41m9bELZSPLIg3NYr6lFF0JmJ3kPIloAxYDSwDrgE+keogKWVISnkWMBt4qxDitEwuUgjxGSHEViHE1s7OiR3vdInYPawMXVbGmVi7V2x9Kc0NNqbtWFlg9OB4uafWtI6VgStivUj82W9i4Arq6Vm84toL2zRik0q61plsji0mch2zeWP3w8YTlJazTd/eM2wMEFqymP97OGz2SrXVyXBJDe7gCG7/ULSs2l1Hz1gHuszeAlVX7qalulStS0lCunGbaEqK5FSr3FrjccW9Ljq7VyR/W+RoNIfp+1YWL4dwWOZdIy9b5Wvzcl3qWRmUijH3phuzifdxM7tXmduRVt9gSrHqU3hiNq61Mnm5yuKK/CXl5nFRNp7/rfoKwYT+hl1LV+KTO01olsY7xczD1iBFSvmClHIIGABWSyk/FLu2xMbxfcAm4F0Jbx0B5gAIIZxANTChByGl/ImUcrmUcnlDQ4Pd01oSsXtYGbqsjDOxdq/Y+kKYG2xM27GywGjO8XJfr2kdKwNXxHqR+LPZQmenlp7FK669sE0j1r6RrnUmm2OLiVzHbN5o/7ux4VyJ+YPRqH44iycphtkr9Q0mavjyxRq+6gnJIH3+3AwslrZU8dy+noJUhRcC6cZtoikpklOtcmufLxD3uujsXpH8bZGj0UOm71tZvEIyZJl3jbxsla/NyzWhZWVQKsbcm27MJt7HzexeI/5QWn2DKcWqT+GL2V/KyuQVGIkrco8Nm8fFyPgTNqu+QuJULLuWLl3G52Jd6pbGO8XMw67da7kQYjvwKrA9bOxaluKYBiFETfhnD/B2YGdCtQcYfyJzBfBYvtejwLjd474XD/GfH443dCUzzjRWlLAhwQLyw4+fw8aXDk8wfVm2k8wC89E7jddbboXLfzihjmHgijfB3LziZm7ffvuEn9evXEedZ2LC9nq8prau+sPbWL/y+5Ztx9o0Yu0bt2+/nZtX3Gzb9JHNsYocM9QBx14x1qNYsHfkGHWuCjyOzEw3A2OCQb8j5XoUiNkrJVZDnEPDFxjrUobGgrx+dCAn7c10Ek1J9714iA1XLzPNrT8Kl0deF6XdK5K/t90D779tohnp5buN8oT3zSxea1es5f5d97Muwdq1dsVaNrZvNPJyab15vjYpv2XlLTx+8PEJ5XYNSjMl9ybex83sXrPrPPz0momGz4KMV7M+RYxBztLkdeVdUD0vrqyuctbEuFi5jrqX7o7WqZdOy5iMxY6la92qdXGDmchA2dQo6lFG0ZmIXbvXq8AXpJRPhl9fAPxQSnlGkmPOAH4FODAGQ7+TUn5bCPFtYKuU8gEhRClwJ3A20ANcJaVMqjbOh90rqEtCusTp0FIaZ4JB3bCChHScDo0yt8bwWAiP20FQlwSCWdi9goFx+4a7HEJ+w+7lcBmDGIdzot1LaGGjV8zPwkGdFOBw0SMwzFmamzoJWsBHoKSSrpBv3O6lleAa7UcvqaBHBieaw0xsGpaGLs2NpmmMBs2PS3qssntNLtvugfuvh/f+D9QvMq1y1UvfBeDLCz+U0Sne6HTxzcfque7MY5zsHUla1xUc5YPPfYetp1zDayd9AICesQ5+0f4f/GPbVzm/KfFBbPr0jfj53N0v8dV3n8z1F5v/zkVIYdu9dIlDE3jL3Az4Q4VrS7LKy1b1EBAcM3RlUhoab+EwptAERmLKDdOX7iwx7F5INKGhoaHJEDU46AuXCwTGfwKvx4tTcxLUg3T5ugjoAZxi3OIVtXsllCfavaxsXzPZ7pV4H68rdcXZvRrK3TidRWz3Kq2Goc4Ya1cD4DCxe0kYOhFT1oSeaNsysXuN6n56R3ujfYja0lpKnaUTLyshxqpcVXSPdo/3PTxeHJpjQhzqUo/GvEtzRf8tTDEF+sef3tj9q4ciAxQAKeVTQoikW45LKV/FGHwkln8z5udR4CM2ryGnaJqgvtwdZ6axY/BwOjVaa+IfA9eUmVZNdnKoaIov03XoetNYAGdh96JxKZrDibeixdzo8ZFfQcAH91+PXtFI+7u/w+pnbhq3dJy3lraHvo5rqIOWq+4xpvl07oy2odXMxRs+j+nNOfZXCNvC4n4Fm8YYs2MVU8DezVBaA3ULTN/Wpc7ekeOsqF2a8SkO2zR7AQScpYy6yqkcHn9qYuyVInL2JKWmzM3sWg/P7OmeToOUKcXMhJhJbp1SrKyLZrlQ04wBTDLLV6xZ6SN3wBPfQ3vzz3gt2k2WDZ2ak8ayxrRsXJH8mionz9Q8HHsfTzTUxcZqYlwXLLF9iuAYdLwxLuKJxGRlK/zyH8bLrv4jBEcnxLzWuHRiXMT0V4J6kL39e23Zt8xirKWiZcLlJ9bRhEZzefL9WhQzA7sfmzwuhPixEGKlEOJiIcQPgc1CiHOEEOfk8wLzSaKZZkoNHrGGDgu7l/HpnUn9SJ2RLuOT8b6D9Fz05egABcKWjmduoueiL8cbxcxMYyOZLfSeycaYouTAFmg61VQ9DHBirA+f7qc1iykgRwacuDWdmtKkn2lEGSqtpypmkOLUnFS6qunOwa7zEU5pqeL5/T0E1LqUvFFQudUOVtZFq1yYyvIVa1b6/bXxrzPIsZnmVpWTU1N0sZqKoY7xAQqMx2RoNL6sd29G938rQ6iybynygd0nKWeGv9+UUH42xt4nl+TsiiaRRDMNTKHBI9bQYWWOCfrN60eIMXhY2WSilo6+g8ZUslTnSYPpZIyZ9vQdgv5DsOQfLKvsGQmbvbLSDztoKA9g98PzQU89jQMH4sqqXHV0jh61OCJ9Tm2p4uEdJ3j1cB/L5k3/OfhTQUHlVjtYGZKscmEqy1esWcnsdZo5NtPcqnJyaoouVlMRawqN0HfQkDrEYmX8ShGbgVBA2bcUk4Zdu9eqJF9FOUCBiWYamEKDR6yhw8ocE7NRkqnRI8bgYWWTiVo6auYaa11SnScNppMxZtpz8Bnje9OpllWiZq/SzLcuOjzgpKHMfodoqLSO8tEeHMGxaFmtu4ETvsMZX0Mip7RWASgVcR4pqNxqBytDklUuTGX5ijUrmb1OM8dmmltVTk5N0cVqKmJNoRFq5hp67FisjF8pYtPlcCn7lmLSsGv3ahJC/FwI8VD49VIhxKfye2n5J9FMM6UGj1hDh4Xdi7IG8/qROmVe+MAGw9LxxPdZf97aeEvHeWupe+L78UYxM9NYWWbK3JlsjCk6Dmwx5Aw18yyr7B05TqXDQ6XTY1knGb6AoHvESZON9SgRBj3GgKhqZHzKV21JA4OBXkaCQ1aHpUVVqYt59WU8ozZ1zBsFlVvtYGVdtMqFqSxfsWalj9wR/zqDHJtpblU5OTVFF6upqGgcN4XCeEw6SuPLahdmdP+3MoTO1PVNivxi1+71EPAL4OtSyjPDe5q8LKU8Pd8XmEiuTUmJZpqpNHgkmrvqdIkWHEV3ltLjdOLXA/EWllijh8MFUqILQQ86fhmi1FGKnxCBUACXw4UDw/7l0px4HR6cY4Pg8hiPgUMJRhu7ppvE3yFNc9cUG2YSmTl2rx8sM6agXJo4g3Oca7b9NyOhMb66KDO3xZ4eJ1992Ms1px/n9MZhW8fUDB3lHa/8iE3L/pkDrecB0D6wnQcO3s7XztzA/MqTM7qWRH71zH427ezg1W+9g5Ji/cR0nIKM20LKrbZIlfMi7+u6YfIKW7twuI3FyjJkfIpd3gjDHca0G+EwcmzAh+5wRXOzpjnRhANN08YtXeE8bWUyCoQCdPm64sxILsfET68Tc6qV3cuq/iTl4IKK2aKL1UTs2L2E01iHGmMM1aU0+hwyiFs4qfM0oDlTPxExi8Wklq5wbNeX1tPv74+rA6SMvwLpJxRRQEwf7K5J8UopfyeE+DcAKWVQCFGkEzbjMTPTTAW61Gnv3xNvYTlvLYu23sme5dfEW7oidpaI0SMUhBOvoT/xPdov+AKrn12L1+PlhnNu4BtbvhE97uYVN3PrS7fS5eti3cpbWLzlhzj3PTHRNpOO6SaBiM3DjunLrg1MkWOGOqF7N5zzj5ZVpJTsHj7KW2oWZ3yaIxGzV1rTvcJPUmIWz9e5jU/2TvgO5WyQcmpLFX997TjbDvbxtoWZT2dTWFMoudU2ZtbFCJGcaGbzis2NiblzyXvgon9Bf+0PtJ9zJasf/3I0161dsZYth7bw7kXvTmlKCupB2vvaU9ZLN6eqHGxQdLEai1nMXfyVBLvXXeAug7s+FC3Tr/4j7cLP6piYWr9yHW21i9Ec1l1DXers7d8bFzMb3r4Bf8g/IY6cmpPPP/J5jg4fZdXsVVx/1vVxMWx1nOonKCLY/QsPCyHqMRbJI4Q4F+hPfogiHUwtLM/cRNeFayZauhLtLEPH4XfX0HPOx1n97FqODh/lutOviw5QIsd9Y8s3uO706wwbx+Yb6bpwjX1zWJpGGjtWGWWemSJsrEc54e9jKDTKrJLs1qNoQlJfZn9BZdBZgs9VEachrnZ7EYicrks5uaUKAWrKl8IeyWxesbkxMXee9TH4/bX0vOXa6AAFjFx305ab+MDiD9gyJdk1KqWbU1UOngaYxdwEu9fV0Lsvrqyn/0B0gALhv/3mNfT4kt/nzWLm8OBh0zg6OnQ0WnZ52+UTYtjqONVPUESwO0i5EWN3+EVCiC3AHcD/zdtVzUCsLCwBhyO1nSVs6Yo1elW7q02Pq3ZXx7UN2DOHpWmksWOVUeaZKeLA0+AogfqTLKvsCQ8SZmWxaP7IgJN6T4Ake6OaMuSZqCGudtdz3HcwyVHpUVHiZL63XC2eV9gjlc0rkhsTc2e4vl9zmuY6hzDP74mmJLtGpXRzqsrB0wCLmIuj76Bh84rBX1Ju/rfXk+vizWLG4/SYtuWJWc9o1iexOk71ExQRknYfhBBvEUI0SylfAi4GvgaMAX8HcvexpsLSwuIKhVLbWcKWrlijV7+/3/S4fn9/XNuAPXNYmkYaO1YZZZ6ZIvY/BQ1LjLixYPeIcVPIzuzlsLWJYyKJe6UA1Li9OX2SArC0pYqXDvYyGpgWM1cV+SSVzSuSGxNzZ7i+Ww+a5rqQNM/viaYku0aldHOqysHTAIuYi6NmrmHzisE9Nmz+t0+xs7tZzPiCPtO2fMFxtbNZn8TqONVPUERI9Rnnj4FIL+N84OvA/wK9wE/yeF0zDlMLy3lr8T65bqKlK9HOUtEMH72TupfuZv25N9Fa3srt22/n5hU3xx1384qbuX377cZ85pW34H1ynX1zWJpGGjtWGWWemQJG+6Hj9aRTvQDah49S4yzP2OwV1OHEkJPGNKZ6RRj01FE21ocz5gZXV9LICd8h7Ig+7LK0tYpASPLigd7UlRUzm2Q2r9jcmJg7t90DH7mDuhfuYP3F34/LdWtXrOX+XffbMiXZNSqlm1NVDp4GmMXcBLvXXVC7IK6srnoe6xNiav3KddR5kt/nzWJmduVs0zhqrWiNlm1s3zghhq2OU/0ERYSkdi8hxCtSyjPDP/8v0Cml/Fb49TYp5VmTcpUxFKQpKRlpWLIm2L2kQAuMECitpksfC5s0HHhL63E5SybavQBdD9KjafgFht1L9xPQA7g0FxoaY6Exw8bh8OAaG7S+pgztXnFN2DByFIi1I0JBGWfyQvvDcPcV8I7vQMuZltWueum7SOCfF34oo9McHnCw5qEGrlx6gmUt6amDZ3e9xvlv/pYHLvoePdULAdjW/RSPHruP/3zL76ktyUyRnchoIMSn79jKP124kK++OzcL8qeI6R+3U0koGLYiBY29Jpwl4zYv4TDsSZpmbkYUwrB/hfzoDjc9MogfHSGMqbZCCGpKaugd7Y2akupKaxkMDE3IiUE9aJiSwvncygKWbk5Vdq8Cxu59OBqjYXNXuTfB7tVkmOgS7V4Q0+cI272ElvKcZrGo6zrdo93ROK4vrUfTtLh6yu6lSJdUdi+HEMIppQwClwKfSeNYRTqWLF1H69yJN6Fu0NtGe/+eiVaX6kU4u9ontK01LsWraaZGjFi7V0o7RjLTjU0ipq9s6yhyyIEtRseqYYllFV3q7Bk5zgV1SzM+TdTsVZ7Jk5Rxw1dkkBIZmJzwHc7ZIKXU5WBxUwVPtncW+yBFkS/C5sR4U9KdsP0+aLvM2vJlkjs1oC4hL5sZj9atWseGbRvYdHhTnMnIqTlpLm9Oecnp5lSVgwsUu/0HXYfOncntXlfdA85SuOuDE/sLFS1pnVOXOnv69kywe40GR7lh0w1xcdxW0zYhZs1iTfUTFFakGoreAzwuhNgI+IAnAYQQJ6HsXqlJx5JlUbdrtNvc6jLanbRtMyNGrN1L2TFmKPufAu9Jxg3LgiOjPYzqfmaXZH5TyEQ/HCGiIa4cPh4tq3U3AoZcUHQOAAAgAElEQVSGOJecPquG148O0DU0lrqyYuYRNifGm5KugbM/ntzyZUFiXjYzHq3ZtIbL2y6Pvla5eoZit/9gx+71m49B79702zKpZ2X3igxQImVm9jmFIl2SDlKklN8Bvgz8ErhAjs8N01B2r9SkY8myqBvQQxZWl1DStq2MGLF2L2XHmGEEfHB0GzSdlrRaZNF8NmavwwNOakqDlDjTX0MScrgZcVdRPXQkWlbpqsYp3LkfpMw2/j1s2a1upgoTwubEOPoOGtO+MjAgJublVBbGyGuVq2cgdvsPGdq9bLVlUi8du1cwhSlMoUhFykl9UspnpZR/lFIOx5TtChu/FMlIx5JlUdelOSysLo6kbVsZMWLtXsqOMcM4vBX0QOpBynDE7JX5wsQjA46MnqJEGChroGZw3OYlhEZtiTfng5QF9eVUljp5YpcapChMCJsT46iZC3ooIwNiYl5OZWGMvFa5egZit/+Qod3LVlsm9dKxe5mtmVIo0kFt15lP0rFkWdT1ltabW11K65O2bWbEiLV7KTvGDOTA04CAxlOSVts9fIx6VxUeR2Y7MOvSmO6ViX44woCnkeqhwyD1aFmtuyHngxRNE5zWWs2T7Z05NYcppglhc2K8KelOePnu5JYvCxLzspnxaN2qdWxs3xh9rXL1DMVu/8GO3euqe6B2YfptmdSzsnvduurWlPY5hSJdktq9CpGis3ekY8myqBsM+uka7SKgh3BpDrylXpxOd8q244wYmhtN0xgNjhaCRatQmd7GmV+933h0//4fJK324Re/Q6nm4oYFH8joNJ3DGp//UyMfXNLJebMHMmpj4fGtLN+zkXsv/RFDZcZ6lKdO/IUXOh/ltvP/hlOz3uMlXTa92cFPntjLX2+4kJObq3LW7iQyveN2qplgTmqC0R4j/8oQSJmWATHRVFTtqqJ7tJuAHsQVtiL1Bwam2mSUb1TM2sFu/yGxnqcefN3xx0FmbZnUM7NthfQQXb6uqN3L6/HiSrIXVxGi7F5TgHoWl29SWbKsEkJMudPloVk6jCkGWlh5mdC2laKv0D/JKBC14PQnFIDDz8Oiy5JWC+gh9o0c5zJv5nbxcbNX5k9S+sMDk5rBQ9FBSn1JEzo6J3yHmFW+MOO2EzljljH//8ldXcU6SFFkQ6pOmcMJ1bPH6w0dN+pVNE20LA2dSNkJNMvLzbGGJcDrnJi3JytXqpxchEjdyPF6EELhvnRCv0OXOj0OB34cuB0O6oTFVBobZk+zGNYcGi0JcZwpKgYVEdQgZSqx0v01nDyuFKxohEu/BRs/n1QJmKgbTqkYLgCK9bqLkmOvGAvnU2zieGi0g4AMMas088Ht4fAgpSmb6V7hT/6qBw9xuGkZAN5S4wZ4ZGRfTgcp9RUlzK718ER7J5++KHftKoqAdDSvyeqlo5vP5DInKVeqnFxA2I0pK01202nGAJvi+rsW07Uq8o/6i08lVrq/oePj5StuGB+gxNZJoQQsBm1lsV53UXJgi/E9xSBl9/AxIHuzV4U7RIVbT13ZgoDTg89dSe3g+BqUOncjGg6ODO/NuF0rTp9VzfP7ehgNhHLetqKAyVTzmlgvHd18BkxWrlQ5uYCwG1NWmuyhcYV7Mf1di+laFflHDVKmEivdX6z20konmEIJWAzaymK97qLkwBaommXEUxJ2Dx9FQ9BSkvlC3UP9zqzMXhH6y8KL58M4NCd1JY15GaScMbuasaDOc/vUjXBGkanmNbFeOrr5DJisXKlycgFhN6asNNmh8Y10i+nvWkzXqsg/apAylVjp/mK1l1Y6wRRKwGLQVhbrdRcdug4Hn035FAVg98gxGt01uDNUR0ppDFKymeoVYcDTQM3goTjDV31pM4dHcj9IWdpSTYlT49E3TuS8bUUBk6nmNbFeOrr5DJisXKlycgFhN6asNNkxi9aL6e9aTNeqyD95G6QIIeYIITYJIXYIIV4XQnzJpM5KIUS/EGJb+Oub+bqegsRK91fRPF6+5Va4/IdpKwGLQVtZrNdddHTsgNH+lPujALQPH8lqf5Qen4YvqOVmkFLWhCs0RsVIR7SsoaSFnrET+ILDSY5MH7dT4/RZ1Ty844RSEc8kMtW8JtZLRzefAZOVK1VOLiDsxpSVJruiOVqlmP6uxXStivyTz4XzQeDLUsqXhBCVwItCiIellDsS6j0ppXxvHq8jb1gaKOxqAzXNWCT/yYfG9ZauMhg8hl7VSs8//R2/HsStuaj79Ca0gM+0PU1otNW2cfd77o67FnSdLt+JcBtO6jwNaA7rP/lkGzWsrlstjssxB542vqd4kuIL+Tno6+SMygUZnyq6aL4i+0FKb7lxk60b2M9Q+OfI4vmjI/tYVJV60JUO58yrZeuBXnYcG+DU1urUBygKGzt5WNOMhcj/9Ih1vUg7FY3wj38xDEoOl9EJjNSLaUfXdXo08CNxj/VMzGnh9oIIuggZ6mGHC6/Ha7n5nVmurCmpyXm+Vjm5gLCKTalD/9HxPkNFs/EBVGw/orwpTkGslTWY/10lMJzcSGfWLwAyLksVSyoGFbHkbZAipTwGHAv/PCiEeAOYBSQOUooSSwNF9SK0iJkrleVF18ctXpG6l/8Q/dXf0L78GlY/c5Ntu0WiElAPBWnv3cXqzWvG21i5jrbaxaYDlakyahSDJrnoObAFyhugvDFptd3DR9GRzPVk/unv4f6I2SuQomZqBsqa0BHU9e/jYMu5AHhLjU/XjuRhkHL2nBoE8MiODjVIKXbSsW0lU65G2tn0/+Btn4UHvmjdnqahlzckz6Ph9oKv/o5d51zJms03RuutW7WOxbWLkw5UIrkyn/la5eQCIjE2k5m8qmcbdSxiX2tcGv93tfFvxCzONrx9A/6QP2XZ+kvW43a4uf7h69OOURWDigiTMjQVQswHzgaeM3n7PCHEK0KIh4QQqSfNFwiWBgpfGpYXM3vHxs/Tc+EN0QFKXNtp2C16fJ3RAUq0jc1rjOtL5/dRRo3iRkrjSUrTqSCS70W1c9hYpJ7NIOXQgJNyV4gKd/aWrJDDxWBZA3UD+6NlVa5a3Foph4f3ZN1+IjVlbhY3VfLwjuOpKysKm1zZtiLtnPWx8QFKkvZS5tFwe13Lr40OUCL11mxaQ5evy9ZlqXw9Q7Fh8sqZsQ7zODs8eNhW2erHVnN48LCKUUVW5H2QIoSoAO4DbpBSJm4//RIwT0p5JvAD4H6LNj4jhNgqhNja2ZkbpWO2WBoo9KB9y4uFvcOvObO2W/j1oPX1mdVXRo2cUjAx27MXhjugMfX4/82hQ5Q5Sqh3Zb6h4eEcLZqP0FfeTH3/vuhrIQSNnlnsH9yZs3PEcs7cGl47OsCxfl9e2i90CiZusyVXtq1IOzYsi2Ajj4bbCzgcpvUCur0nkCpfjzNtYtYONkxeOTPWYR5nHqfHVtnR4aN4nJ4JZTMxRhWZk9dBihDChTFAuVtK+YfE96WUA1LKofDPfwFcQogJz/iklD+RUi6XUi5vaMjNQsRssTRQaE77lhcLe4dbD2Ztt3BrTuvrM6uvjBo5pWBidt8Txvfm1FOjdg4dZk6pF5HiiYsVUhpPUnI7SGmhfLSbkrHxzzeaPXM5NLybgJ77m92y+cY86oe2z8ynKQUTt9mSK9tWpB0blkWwkUfD7blCIdN6Ls2FHVS+HmfaxKwdbJi8cmaswzzOfEGfrbLW8lZ8Qd+EspkYo4rMyafdSwA/B96QUt5iUac5XA8hxFvD19Odr2vKJZYGCk8alhcze8flP6TuyVtZf97arOwWdZ4G1q9cF9/GynXG9aXz+yijRnGz/0koq4eq2UmrhaTOruEjzCnN/CbfO6oxEsiN2SvaZrmxUD52yleLZy4hGczLfimzajzMry/jgVeOpq6sKFxyZduKtLPtHnj/bSnbS5lHw+15t97BupW3xNVbt2qd7Xn4Kl/PUGyYvHJmrMM8zmZXzrZVtv6S9cyunK1iVJEVIl+6TSHEBcCTwHYgstHB14C5AFLKDUKILwKfwzCB+YAbpZRPJ2t3+fLlcuvWrXm55nTRQ0F6fJ0T7Vl27V4AwYAxn1QPguaEkkoYG0R3eegR4Nczt1tYXp9V/Um2exUgmT1CSMGUxayU8N8nGYsqL/znpFX3j5zgfVvX8snZb+fCusyWhr1y3M3Nj9fxmbOPcFLdaEZtJOIODPOB57/LC0uv5fVFlwMw4O/lp7u+zVULV3NJ64dycp5YHnzlKL9+/iCP/8tK5tWX57z9PDC94jZXWOXhVPk59n0hQDhAhsDhhpDf+HeVJK+nzKOJdi8ZxKUlt3uZ/nrFna9VzNohFDT6B7EmLynj+wwVzeBMeAJntw9io95k270KmLzErCI5+bR7PUWKP6qU8jbgtnxdQ17RdbTOnXitzBhWtphYQkHoeN3U1KE5nGTrttAcTrwVLfbrK6PG9KJzJwx3QfMZKau+OXwEyG7R/ME+I50050A/HMHvKme4pAZv3/hC+UpXDeXOqrytSzl/UT2/fv4gD2w7yv+9tC0v51BMAmZ5OJXRyOz9998Gz/0YVn3N3A6WeNpUeTR8XU6g2bpW6l9P5evpjZnJ68q7wFUOd30wubXObh/ERj2rOMumTKGwS9EOaaecXNhj7Jg6FIpM2fek8d3GIOX1wQM4hYPWkswfxe/rc1FTEqTCraeunAY9FbPw9u6KvhZC0OyZy76hN3J6ngj1FSWc3FzJ/duOqI0dpxup8rbZ+w980bB7ZWIHUygyxax/8NuroXdv9tY6haJIUIOUTMmFPcaOqUOhyJR9jxtTASpTf167fXA/cz0NuNKYbpLI3l4nLZVjGR9vRXflHCp9nXhGe6NlLZ65nPAdYjg4mPPzAZy/yMuezmF2HEsUEiqKmlR52+r9iN0rXTuYQpEpVv0DV9nEMhWXimmKGqRkSi7sMXZMHQpFJug67H8Kmk9PWTUoQ7w+eIAFnswnn4wGBUcHnMzK0yAFwNvXHi2bVb4QgF3923J+PoBzF9bhcgjuef5g6sqK4iFV3rZ6P2L3StcOplBkilX/IDAysUzFpWKaogYpmZILe4wdU4dCkQkntsNoH7Sknuq1Z/gYPt3PwrLM4+5AnxOJyMsgpa+8hZBw0NA7Pkhp8czDrZWwo/eFnJ8PoLLUxXkL6/nDS0cYHFVPNqcNqfK22fvvv82we2ViB1MoMsWsf3DlXVC7MHtrnUJRJORt4XwxouuS7mE//mAIt9NBfbkbTbNY+69pxmK1f3rEeNTq8oAegoEjqY1eERxOY5O9f/xLvKkjiYErzV/IvmVMMb3Y+7jxvSn1k5RXB/cDZDVI2ddrPP3LxyAl5HDRX95MQ8y6FIfmZE55G6/1Po+UMuO9XZLx9qXNPNHexf0vH+Ga8+bnvP3pSlp5dLLRNGg4GT75ULwxKZIXE/N6xO71vnXgqbdvBVP5tuiZ8ji26h9ojvH4tIozMytYrvoVCsUkoqI2jK5L3jwxyKfv2MrhXh+zaz389NrlLGmqTD5QqWhKbYyxPil0vZn+cfZ+ocyuSTE9aP871M6H8tRmle0D+6hweGh0V2d8ur29TspdIapLQhm3kYzuytnM79iGkCGkcAAwv2IJjx57jY7RIzR5ku8DkwmLGspZ2FDOHc8c4Opz5+VlIDTdyCiPTu4FGta7ZHkxV1YwlW+LloKI42T9g2RGLjMrWNgaqgYqimJDZc8w3cP+aEICONzr49N3bKV72MaCtExNX7kwhE1F24rCZrQfDj4Ds5bbqv7q4H4WlDVl1Qnf1+tiVuUY+erHd1XOxRUao65/X7RsfsXJALze+3xezimE4LJTmmjvGOKZvUWxx+yUk1UenQzylatVvp1WFEQcZxpTyhqqmEaoQUoYfzAUTUgRDvf68AdtfDKcqekrF4awqWhbUdjs2WRMD5idepDSHxhm78hxFmUx1SsQgkP9TlrzMNUrQmf1AgCau16LltWUeKlxe9ne82zezrtikZeaMhe3PbY7b+eYTmSVRyeDfOVqlW+nFQURx5nGlLKGKqYRapASxu10MLvWE1c2u9aD2+lIfXCmpq9cGMKmom1FYdP+MJRUQsMpKas+37cLieSUirkp61pxqN9JSOZn0XyEUXcl/Z5GWrpfiytfXHUmb/RtZcDfa3FkdridGu87o5Wn93Tz/L6evJxjOpFVHp0M8pWrVb6dVhREHGcaU8oaqphGqEFKmPpyNz+9dnk0MUXmoNaX27jJZGr6yoUhbCraVhQuegja/wYtZxkLLFPwbN9OPJqbBWU2die2YG940XxrZX4/Ne6snk9T9xsIPRgtO6VmGTo6z3U+krfzXnpKIzUeF//zyK7UlWc4WeXRySBfuVrl22lFQcRxpjGlrKGKaYRaRRVG0wRLmir54+dXpG/zSDTC2DW7ZHpcGD0UpMfXiV8P4tac1Hka0IQ2bpipbIZPPQIhZZuZMRx8FoY7Yfl1tqo/0/sGS8pn4xSZf0K4s8tNuSuE15Pf6QQd1Qs46fjzePv30lm7GABvaQuzyhbw2NH7uLT1Q2hZ/B5WlDgdvO/MVu589gDP7OnmvEX1OT/HdCGrPDoZZJOrM7GCjXRatq9LnZ7RHvwhP26Hm7rSOiN/K6acgojjVDFnhcNpLJJPPM5k0bxpH0ItrlcUECoaY9A0QUNlSaYHJzdu5Pg4PRSkvXcXqzev4ejwUVrLW1m/ah1t0o121weVYWam8vofwVkCs96SsuphXxeHRru4oO7UrE75ZpeLedWjeVs0H6Ejui5le3SQArCsfiUPHPoFz3U8wnlN78zLuS89pZGHXjvGTQ+8xp9XX4jLof49WZFVHp0MMsm5dq1gZQ22LF+61GnvbWf1Y6vH8/cl62mrbVMDlQJhyuPYTsxZ4XBCdXLjoWkfYuU62moXq4GKomBQ2bBI6fF1RpMLwNHho6zetIae/gPKMDNT0UOw437D6uUqTVn9ub43AViaxXqUvlGN40NO5teMZtyGXfyucnoqWpl94sW48pOqTqPZM5c/7P8xQ4H+vJy7xOng2vPms+vEEHc8cyAv51AUMHZNSzbr9Yz2RAcoEM7fj62mZ1Ste1KEybMxzrQPsXkNPT7VX1AUDmqQUqT49WA0uUQ4OnwUf0l5fEVlmJk5HHjamOo1/0Jb1Tf3bKfeVUlrSV3Gp3yzy1iPMr86/4MUgGO1S2js3UXJ2PhgRAiNy1qvYCg4wIY3vokvOJyXcy+fV8tZc6q55eE3OTEwOb+vokCwa1qyWc8f8pvn75DK1YoweTbGWfYhYtb8KRRTjRqkFCluzUlreWtcWWt5K+6xhA6aMszMHF75Dbg8tvZHGQr6eLpnB+dUn5TV/iivnXDjdujMrpqcTvvRuiUIJLM7Xo4rb/LM4Z2zrqJ9YDv//uI13L17Hfcf+BkbD/ycP+7/KY8fe4DesY6szi2E4Nrz5hMISr5y76vousyqPUURYde0ZLOe2+E2z98OlasVYfJsjLPsQ2hqqpeicFCDlCKlztPA+pXrokkmsialrnqeMszMREYH4PX7YP5FtqZ6Pdr1Cn4Z5C3VbVmd9tUTJSyoGcU5SZmkt7wFn7uSOSe2TnjvlJplfGzhaupLmni242/85dDd/PnQXfz18D3cvecW/m3rx7hv348JZvFJYUu1h4+fO5fHd3Xyy6f3Z/GbKIoKu6Ylm/XqSutYf8n6+Px9yXrqSjN/qqmYZuTZGGfah1i5jjqP6i8oCgc1ZC5SNIeTttrF3P2uX060e2VoC1MUMa/dCwEftL3DVvU/HN9Cc0kti8paMj5l94jG0UEn7zmpL+M20kZoHK1dwpzObThCfkIJnzy3lM3jQ/M/A4CU4086ev2dvND5GH87cg8nfIf47CnfwiEyS39vP6WJVw/18x8PvcFbF9Rx2qzqzH8fRXFg1wpms54mNNpq27j7PXcru5fCnCztnymbt+pDqEXzigJCZcQiRnM48Va00Fo1B29Fi5FcIuaamjnGdzVAmf5ICS/+Emrng3dxqtq0Dx/lpYE9XFC7NKupXq8cN8w3bXW+FDVzy2HvqbiDvgkL6BMRQkS/6koaeefsq1jV8kG29TzFxgO3Z3x+IQSfuWghVaUuPnPHVrqG8reJpaKAsJtbbdbThIbX46W1ohWvx6sGKIqJ5Pl+btqHUCgKCJUVFYpiZ/9TcOwVWPwP2PEA/+LQ3ynRXFxUd3pWp33+SAm1pQFaKiZ3sW9H9UJ87koWHnki7WPPqb+IM2rP46+Hf82rPU9nfA1VHhdffscSuof9fPbOFxkLhjJuS6FQKBQKxUTUIEWhKHa2/A+U1sBJl6as2j58lD93vMDFdadT4Uy9dsUKX0Dw6vESlnqH874/SiJSaBz0ns7sEy/i9g+mffyqlg/SUDqLO9v/OysT2AJvOddfvIgXD/Ry4+9eIaQW0isUCoVCkTPUIEWhKGaOvwa7H4aT32ts4pgEXer8x+7fUaq5eW9j6s0ek/HysRICuuC0xvzoflNxoOFMHDLEgqNb0j7Wqbl4R+tH6Q/0ZjXtC+DchfVc/bZ5/PnVY3zj/u1x62AUCoVCoVBkjhqkKBTFzGPfBlc5nPyelFXvPLKJF/p3cUXLBVQ4PVmddtO+UqpLgiyYhE0czegrb6G3vIVT9v3FWJOTJs1lczmz7nw2Hfsjh4bas7qW95zRwgfOmsU9zx/iP//6ZlZtKRQKhUKhMMjbIEUIMUcIsUkIsUMI8boQ4ksmdYQQYr0QYrcQ4lUhxDn5uh6FYtqx70nY9Tc4/QooqUxa9eneN7hl7x84u2oRF9edltVpu0Y0XjlewrKWQbRJnuoVRQh2tZ5PzdARZnVuy6iJC5reQ6mjjHv2rs/6CchHl8/mslOa2PD4HtY9vEs9UVEoFAqFIkvy+SQlCHxZSrkUOBf4ghBiaUKddwNt4a/PAD/K4/XkF12HoRPQd8j4rutTfUWK6UwoCH//OpQ3wCnvT1p1+8B+vrzjp7SW1vHpOe/MyugF8LfdZQC8pXUgq3ay5ZD3NHzuSpbueTCj40sdHi5seg+7B7bzfOcjWV2LEIJPrpjPxYsb+J9H2/ne395UA5ViQeVuRaGiYlMxw8nbIEVKeUxK+VL450HgDWBWQrXLgTukwbNAjRAi840bpgpdh44d8LPL4NbTjO8dO1RCUeSPZ35gGL2WX5d0Lcq2gb18evt6yhwlfGn+5ZRmuaP14Jjgr+1lnNE4RL0n800Rc4GuOWlvOZdZXa/Q2L0jozZOq30rzZ653LvvR4wGR7K6Hi2sJr705EZ+uHkP3/nzG2qgUuio3K0oVFRsKhSTsyZFCDEfOBt4LuGtWcChmNeHmTiQKXxGOuE3H4O+g8brvoPG65HOqb0uxfSkYyds+g+Ydz7Mu8Cy2kv9u/nsqz+gwlHKVxZeQb27KutT//71CsaCgksWTOIGjklobzmXEXcVb9nxK5Dp37yF0Lik5UP0B3r406E7sr4eTQg+dcEC3nlqMz97ah//et+rBEKqU1GwqNytKFRUbCoU+R+kCCEqgPuAG6SUGc0PEUJ8RgixVQixtbOzAP+BBv3jiSRC30GjXDEjyVvMjvbDb/4PuDzwts9Z7ovyQt8urt9+G1WuMr6y6Arq3ONrVnQJfaMaxwYdjKXxMOT1Dhd/bS/jvNkDk743ihUhh5vt8y6joW83Jx3enFEbLWXzOLXmrTx69F6ODu/L+pqEEHzivHl86OxZ/G7rYT75ixcYHA1k3e5kUPC5Nteo3F30TNuYVbGpAIQQXw+v635VCLFNCPG2HLb9FyFETa7aywd53V5UCOHCGKDcLaX8g0mVI8CcmNezw2VxSCl/AvwEYPny5YU3f8Lphpq58QmlZq5RrpiR5CVmg36491PQtx/e/h3w1JpWe7RrG1/ZeTteVxX/vPDD1LjK6fVpPHGglK1HSmjvdhOS44Ob2tIQpzX5Obt5jLNbx6hwT7zcvT1OvvdULd6yAO9a1J2TXydXHGg4k4UnXuStr93OibqlDJY3p93GRc3vZd/QDn765rf52lkbcGnJdc6pEELwkeVzaKgs4WdP7eOKDc/ws2uXM6euLKt2803B59pco3J30TNtY1bF5oxHCHEe8F7gHCnlmBDCC+QsAKSU/5CrtvJFPu1eAvg58IaU8haLag8A14YtX+cC/VLKY/m6prxR1gBX3WMkEDC+X3WPUa5Q5IKgH+79pLEnyts+B83mhq7fHX2SG3f8lNmlXr6y6AqGfVX86PkqPv+nBu56pYqBUVgxp58PLO7ko6d08K5F3cyrHuGlo27WP1fDp+5v5FubannwzTJePubmxaMl/PLlSr7+aD1OTedTZx2j1Flg/QCh8VzbFQBc/OL3cQZ9aTdR5qzknbM+xpGRffxu7//mbC3JyiWN/Ou7TuZwzwjvWf8kD20vvvQ2rVG5W1GoqNhUQAvQJaUcA5BSdkkpjwoh9gsh/ksIsV0I8bwQ4iQAIUSDEOI+IcQL4a8V4fIKIcQvwvVfFUJ8OFy+PzzwQQhxdbitbUKIHwshHOGvXwohXgsfu2ay/wfk80nKCuAaYLsQIuII/RowF0BKuQH4C/APwG5gBPhkHq8nf2gaNC6Ff3rE6Ew63UYi0dQ2NIocMHgCfv8JOPgMvPWzsPhdE6r49QD/tedefnvsSU6vnM+lZZez4dlath4pwalJ3tIywIVz+/CWmc/v0iUcHijh9c5ydnSVc8e28fUrmpCc1TTE+9q6KHcX5vqKkdIanmv7MCt2/pq3P3szj7zt6wRc6T21WFi5lOXeVTx+/AEqXbW8f15u0tHps6r5zgdP5wePtfO5u1/i/We28vX3nEJTVWlO2ldkgcrdikJFxaYC/g58UwixC3gE+K2U8vHwe/1SytOFENcCt2I8cfkfYJ2U8ikhxFzgb8ApwL9H6gMIIeKmYQghTgGuBFZIKQNCiB8CHwdeB2ZJKU8L15v0qWF5G6RIKZ8Ckq02QssAACAASURBVLpOpfFx5RfydQ2TiqZBRdNUX4ViOqGHYNuv4ZGbYGwILvwXWHjxhGov9u/m5vZ72D1yjNPcb+X47nfz//V4KHOGuGR+LyvmDFDhDiU9lSZgbvUYc6vHePdJPQyOOej2uQBJU3kAj6swByexHKtbwrOLP8K5u37P+574F54450t01S5Oq42Lmt6LLzjMnw79isFAHx9Z8HncjuymfgE0VZXyrfedyh+3HeHBV47yyBsn+MT58/nH8+erwcpUo3K3olBRsTmjkVIOCSGWARcCq4DfCiG+Gn77npjv68I/XwYsjdlmoCq8Lvwy4KqYdnsTTnUpsAx4IXysB+gAHgQWCiF+APwZY9A0qeR1TYpCoUgTPQQdb8Cuh+ClO4z5yI1L4bJvQ+28aLX+wDBP9ezg10ee4tWhdtx6NaFj1/LMwFIayvx8cEkny1oGcTsym7ZUWRKisiT5wKYQOew9jc2uCt7Wfi/vferfONj0FnbPWcXRhjMJOlMPBoTQeMesK/E4y3n8+EZ29L3A22ddyXLvSipc1Vldm9Oh8ZFlc7iorYF7nj/Ihs17+OkTe7mwzcvblzbz1gW1LPBW4JiyHTIVCoVCUUhIKUPAZmCzEGI78InIW7HVwt814Fwp5WhsGzb2RhPAr6SU/zbhDSHOBN4JXA98FLguzV8hK0SxefyXL18ut27dOtWXoZie5KV3aBmzu/4OO/8EY4PG19Bx6GqHYDi/NJ0Gp7yf3/rn8ctjf8Evx/DLMUboxS96QUj0QDWBnvNxDr6Vpd4AZzYN0Vbnm7qd4AsEV9BH29FnaDv2HCXBESSCobIGBspbGXOVE3CW0T73kqRPWg4MvclTJ/7CcZ+xcLXJM4f6kmaWe1dxQXP26w1PDIzy8I4TvLC/h47BMQA8LgetNaU0VpbSUFlCeYmDEqeDd57azHmL6q2amty4VSiyR8WsotiY9LuqEGIJoEsp28OvbwZqMKZ2bZBSflcIcTVwpZTyfUKIXwMvSym/F65/lpRymxDiu0CplPKGcHmtlLJXCLEfWA40Ahsxpnt1CCHqgEpgGPBLKQeEEKcBd0kpz5rU/wfFNkgRQnQCB2xW9wJdebycQmEm/J6T8Tt2SSknLvjIkjRjNhuKIQ4K/RoL/fpg4jUWe9wmUuh/A3V92fH/s3fmYVJV195+V03dRTfQQDOKOCBqjFOUGBG/KM5G45AYjWPQGxM0NwY0aky8KgkxUa+CmCAOcQQNGk30atSoISYhTjiBGtE4ITMtNNBjDWd/f5w6NfWpobtPd1dVr/d5+qHq1D67dlG71jl7r/Vbqx54rw/mbKn/v+SjnMcO5T1+Z+w9YmfzkQj1ugV7YRLD1m9/D1gKLAKOBdqB040x/0mI4H+LrUMJAH83xkxLhHz9FjukKw7MNMY86ixSjDENInIacAW2NyaKLcVoBe4mlWTrCmPMUz3/yVOU3SKlM4jIUmPMxL4eR0/THz5nf/iM3aUc/o9KfYylPj4ojzF2h1L/fDq+7tFX4yv1/5d8lPPYobzHX4pjT19c9PVYehpNE6EoiqIoiqIoSkmhwnlFURRFURRFKQOMMTv29Rh6i0r3pNze1wPoJfrD5+wPn7G7lMP/UamPsdTHB+Uxxu5Q6p9Px9c9+mp8pf7/ko9yHjuU9/jLeexlT0VrUhRFURRFURRFKT8q3ZOiKIqiKIqiKEqZoYsURVEURVEURVFKCl2kKIqiKIqiKEoFIyJTRWRMX4+jM+giRVEURVEURVEqm6mALlJ6kmOOOcYA+qd/PfHXI+ic1b8e/usRdN7qXw/+9Qg6Z/WvB/+6TXssPmn15tZ/ffp588erN7f+qz0Wn9TdPkWkRkSeFJG3RORtETlNRPYXkRdE5DUReUZERovIKcBEYKGIvCkiYRE5XETeEJHlInKXiFQl+vy1iLwrIstE5H8Tx74uIi8n2j8nIiO7O/Zi6PM6KSKyG7Ao7dDOwFXGmDlu7RsaKr7AplJh6JxVyhGdt0q5oXNWKVXaY/FJ769vevyCBa/Vr9rcytgh4R1vPWv/x3cdWXtCVcD/Yje6PgZYY4w5DkBEBgNPAScaYzaKyGnAL40x54nIfwM/NsYsFZFq4B7gcGPM+yJyH3CBiNwPnAzsbowxIlKXeJ9/Agcmjn0XuAy4pBvjLoo+96QYY1YYY/Y1xuwL7A+0AH/s42EpiqIoiqIoSrdp2Ba50VmgAKza3MoFC16rb9gWubGbXS8HjhSR60Tk/wHbA3sCz4rIm8CVwFiX83YDPjbGvJ94fi/wVWAL0Ab8TkS+gX1PTqKPZ0RkOXAp8MVujrso+nyRksXhwIfGmE/7eiCKoiiKoiiK0l1iljXaWaA4rNrcSsyyRnen38QiYz/sxcos4JvAO87mvzFmL2PMUZ3oLwYcAPwBOB54OvHSLcBvjDF7Ad8Hqrsz7mIptUXKt4EH+3oQiqIoiqIoiuIFAZ9v7dgh4YxjY4eECfh8a7vTbyJbV4sxZgFwA/AVYLiITEq8HhQRx+uxDRiYeLwC2FFEdkk8Pxt4QURqgcHGmD8DM4B9Eq8PBlYnHn+nO2PuDCWzSBGREHAC8LDLa98TkaUisnTjxo29Pzilx7CMRUNrA2ua1tDQ2oBlrL4ekidU0pyt1O9I6UglzVulf6BztvKoxGtO/cDQJbeetX+Ds1AZOyTMrWft31A/MNRdXcdewCuJ0K6rgauAU4DrROQt4E3goETbe4D5ibYCnAs8nAjhsoD52IuYJ0RkGbYO5eLEudck2r4G9Jr4S4zxJGlBtxGRE4EfFHJLTZw40SxdurSXRqX0JJax+GDzB1z014tY07yGMTVjmHvYXCYMmYBP+mT9LD3RaTnP2RL8jpSO6LxVyg2ds4orJXzN6facbY/FJzVsi9wYs6zRAZ9vbf3A0CXdFM1XPKV0l3E6GurVr9jUtilpiADWNK/hor9exKa2TX08MsVBvyOlu/z1vfVc9/R7lMqGmKIopUslX3OqAv4XtxsSPmiHYTU7bTckfJAuUArT5ymIwc7zDByJLcZR+gmReCRpiBzWNK8hEo/00YiUbPQ7UrrLBQtepz1mccI+Y/jC6EF9PRxFUUoYveYo6ZSEJ8UY02yMGWaM2dLXY1F6j5A/xJiazOKnY2rGEPKH+mhESjb6HSndwRhDe8yOJ/9oY3Mfj0ZRlFJHrzlKOiXhSVH6J0OrhzL/yPms2raKcCBMa6yVsQPHMrR6aF8PTUkwtHoocw+b2yE+OPs7sozFprZNROIRQv4QQ6uH9nX8cAalPr5K5fPm1O7n6saWPC0VRak0irG72W3qquqKuuYo/QNdpCh9hmUs2mJtzHppVtIYzZkyB8tYegNZIvjEx4QhE1h43MKcF5oSFjqWxfgqmTWNqboAq7NqBCiKUrkUY3dztRlfNz7vNUfpP+i3rvQ6TnrBDS0bmL54eoZAbvri6TS09lp2O6UIfOKjPlzPmNox1IfrO1wsihE69mVKyUoWYpY6DU3taY81plxR+gu57O6Glg3J68CmVvc2je2Nea85Sv9Bv3mlV3F2Ts588sycArmoFe2j0SldoZDQMf07P/qRoznzyTP5YPMHvbZQUSFm37GtLQZATZWfLa36u1aU/kIuu7u2aW3yOtAca1bbXGKIyM9F5IgunHeoiDzh9Xh0kaL0Kum7K3ETdxXIBX3BPhqd0hUKCR372pOhQsy+w1mk1NdW6SJFUfoRuezupnbb7q9pXsPKrSvVNvcBYuN6/2+MucoY81wvjKEouYkuUpReJX135d637+WmQ29KGqkxNWOYPWU29eH6vhyi0kkccX3695gudOxrT0ah8Sk9h7NIGV5bxVZdpChKv8HN7s6cPJO7lt+VbDP/rfnMmTKn/9jmWPskGj/7F5s+/pjGz/5FrH1Sd7oTkV+LyA/Snl8jIj8WkUtF5FURWSYiMxOv7SgiK0TkPuBtYHsRuUdE3haR5SIyI9HuHhE5JfH4yyLyLxF5S0ReEZGBIlItIncnznlDRKa4jGuoiPwp8f4vicjeaeO7X0SWAPcX8xlVOK/0Ks7uyprmNfzxwz8CcOsRtxL0BQn6g9SH6wn4dFqWE4XE9enfuUNv7pYVI/5Xeoam9ig+gboBIf6zsamvh6MoSi+RbXd94uPal65lWcOyZJuG1gZG1ozsH7Y51j6JDf9+nIfOrqdxJdSN25FT73+cEV84gUBVV4s6LgLmAL9NPD8VuA6YDBwACPC4iHwVWAlMAL5jjHlJRPYHtjPG7AkgInXpHYtIKNH/acaYV0VkENAK/Agwxpi9RGR34C8ismvWuGYCbxhjThKRw4D7gH0Tr+0BHGyMKSqTSgXOBKWUyd5deXndy0StKNsN3I5RNaOSC5S+FFornSefuF49Gf2XbW0xBoQC1Fb52dYa06rzitJPCUiAGRNndLgO1FXV9Q+RfNOGG5MLFIDGlfDQ2fU0bbixq10aY94ARojIGBHZB9gM7AUcBbwBvA7sjr04AfjUGPNS4vFHwM4icouIHANszep+N2CtMebVxHttNcbEgIOBBYlj7wGfAtmLlINJeEqMMX8FhiUWOQCPF7tAAfWkKL1MJaS0VTpHX3sydD71HU1tMQaE/AwIBYgbQ2s0zoCQXnYUpdLJZXcfPP5B2mJtle01ccOKjU4uUBwaV9rHu8fDwCnAKGzPxw7Ar4wxt6U3EpEdgWRFXWPM5sTC5mhgGrYX5rxujqUYOlXVt5/MDqWU8CKlrVJeFPrOexKdT33H1rYY4ZCfqqD9fbdE4n08IkVReoNcdtcyVuV7TdzwBdZSNy7zWN04+3j3WAR8G3uh8jDwDHCeiNQCiMh2IjIi+yQRqQd8xphHgCuB/bKarABGi8iXE+0HJsTu/wDOTBzbFRiXaJtOeptDgQZjTLanpih0S0vxFC8qe/e10FrpPqVU4V3nU9/R1B4lHPRTFbC/+1ZdpChK2VOMfVe7m0XtiEs49f50TQqcen8DtSMu6U63xph3RGQgsNoYsxZYKyJfAF4UEYAm4Cwg2/huB9ydluXriqx+IyJyGnCLiISx9ShHAPOAW0VkORADphpj2hPv5XANcJeILANagO909fPpIkXxDK/CavpaaK10j1ILr9L51HdsS4R7VQX8ALRGdZGiKOVMsfZd7W4WgaoXGfGFE5j65xuxYqPxBdZSO+KSbojmkxhj9sp6fjNws0vTPdPavEVH7wnGmKlpj18FDnTp51yX8/4G/C3xeBNwkkuba1w/QB76ka9N6Wm8CqtRoXV5U2rhVTqf+o6m9liGJ0XDvRSlvCnWvqvddSFQ9SJ12x/E0J12om77g7xYoFQ66klRPMMr925fC62V7lFqbn6dT31HayROKJC+SIn18YgURekOxdp3tbuKF+giRfEML927jtBaKT9K0c2v86lvaIvFCQV8VAUT4V7qSVGUsqYz9l3trtJddEmrdBunpkkkHuHOo+9kyli7AOmUsVO48+g7icQjOWudaD2UyiD9e8TA/CPnZ7j55x85Hww99j3rPCpNIlGLoF9SwnnVpChKWZMrjKuuqs4zG1yMPVeb3z9QT4rSLdxEdDdPuZmrJ13NxtaNfPeZ7+YU15WawFrpGoXy4VcHqtnYspEznz2zR75nnUeliTGG9phFyO9TTYqiVAhuYVx1VXV82PihJza4GHuuNr//UBLfpojUicgfROQ9Efm3iEzq6zFVAr2x07CpbRO/feO3XHbAZdx99N1cdsBlzHtzHlET5UeLf5RXXFdqAmulaxTKh28Zq+D3nD1XY1as6Lmr86g0icYNBggGfKnsXrpIUZSKo7Gt0TMbXIw9V5vffygVT8rNwNPGmFNEJAQM6OsBlTu9tdNgWRZn7HEGVy+5Ovk+MyfPJGbFCorrSk1grXSNQt9jodfd5ursKbOZ/+Z8Fq9aXHDu6jwqTdpi9oIk5PclizlquJeilDdu9vr2o273zAYXY8/V5udGRMYAc40xp3TyvD8DZxhjGvO0+Tnwd2PMc90cZtH0uSdFRAYDXwV+B3YBmXz/SUpx9NZOg4WVXKA473P1kqvxiz8Zs+qQLa5zBHj52iilT6HvsdDrbnN1xuIZnDjhxOTzfHNX51Fp0h61vV9BvxDya7iXolQCbvZ65daVntngYuy5T3yubTTUC4wxa9wWKIlq8fnO+1qhe29jzFW9uUCBElikADsBG7ErX74hIneKSE16AxH5nogsFZGlGzdu7JtRlhnd3WkoFCrmvJ7LY+IXf8Ec6ZWcR70/zdlC32Oh1yPxCPXheuZMmcPdR9/NnClzqA/XMzg0OPke+eZuJc+j3sbLedue8KQE/T5EbPF8q6YgVjymP9naUsDt3mL+W/OZM2VOQRtcTAj60OqhzD9yPvMOn8fdR9/NvMPnMf/I+Rl9+fAxc/LMjPebOXkmvpK4pc1NJB6ZtLZp7b8+2/bZx2ub1v4rEo90S9ogIr8WkR+kPb9GRH4sIm8nnk8VkcdF5K/A8yIyQEQeEpF3ReSPIvKyiExMtP1EROpFZMeE7OIOEXlHRP6SqDiPiNwjIqckHn9ZRP4lIm+JyCsiMjBx7j9E5PXE30Hd+XxQGuFeAeyqlz80xrwsIjcDPwH+x2lgjLkduB1g4sSJpk9GWWZ0Jw1soVCx9NcvO+Ay1/fx+QrnSK/kPOr9ac4W8z2G/CGuPPBKwoEwrbHWjHlYHahm+n7TuXLJlcn5NmvyrIwLWL65W8nzqLfxct62JTwpoYRovjro13AvxXP6k60tBdzuLRpaGxhZMzKvDe5MCHokHmHWS7My2qXj8/l44N0HuOyAyxgcGsyWyBYeePcBrjroqp798N0gEo9M+k/jfx6fsXhGfeJz7Th7yuzHd6nb5YSQP9TVoo6LgDnAbxPPTwW+D0xNa7MfsLcxZpOI/BjYbIzZQ0T2BN7M0e8E4HRjzPki8hDwTWCB82JClrEIOM0Y86qIDAJagQ3AkcaYNhGZADwITOziZwNKY5GyClhljHk58fwP2IsUpRs4u8vZBmFo9VAsY7GpbVMHY5J+3C1UbOFxC6kP12e4e+9afhc3HHIDW9q3JG9Axw4cm+yzUI50zaNeeuSaH/nI9z1uatvEoyse5aRdT8IvfuImzqMrHuU7e32H+nA9lmUlFyhgz7crl1zJrINnAcV5RnQelR7pnhSAqoBPw70UpcQpZP9z3VvUVdXlvU7kCkF/8PgHsYyVfD8Mee8/nDH84Es/cL2/KVU+b/38RmeBAsmw5vp7jrnnxtG1o7vkcTDGvCEiIxI6lOHAZuCzrGbPGmOcWOmDsTXgGGPeFpFlObr+2BjjLGBeA3bMen03YK0x5tVEX1sBElFQvxGRfYE4sGtXPlc6fb5IMcasE5HPRGQ3Y8wK4HDg3b4eV7mTa3cZcN3NGF83PplC8JcH/7JTQuhCux5K+dATCRfECMfsfAwXPndhss+bDr0JMQJAxHIPTRxdM5pnvvmMekbKlPaYo0mxv7dQwEebelIUpWQp1v7n84znwi1MrD5cz/rm9UxfPL1TIvxy9J7HTGy02+eKmdjobnb9MHAKMArbu5FNcxf6bE97HAfCRZ43A1gP7IMtJ2nrwntnUCrf6A+BhYlV3b7AtX08norA2V0eUzuG+nA9PvHl3M1oaG1IHt8S2VK0EPq8vc7jZ//8maYCrBB6IuFCxIpw8d8uzujz4r9dTMSyLzq5hJLVgeqMuauUF45wPuSXxL++ZAiYoiilR7Hpf6c9O40Ln7+Qc585lwufv5Bpz04reI1ws/PT9pmWXKA471esCN/t/qaUCUhgrdvnCkhgbTe7XgR8G3uh8nCBtkuwQ8IQkT2Avbr4niuA0SLy5URfAxPC/MHYHhYLOBvwd7H/JCXxrRpj3jTGTDTG7G2MOckYs7mvx1Sp5BLUR+NRvjLqK/zpxD+xS90u3HHUHcnK8U6BRsuyRW91VXVJofLg0GBNBVhB9ERqx1zJFWLGFlG7Cd/nHzmfmBXjs62fsa55HTFLBdflRjIFcUKTElRPiqKUND2Z/tdNED++bryrCP/mKTd7IsIvJYaFh10ye8rshvTPNXvK7IZh4WGXdKdfY8w7wEBgtTGm0IJnHjBcRN4FZgHvAFu68J4R4DTgFhF5C3gWqE70/53Esd3pmhcngz4P91J6l1yC+ppgDaftflpGSM6cKXP42YE/I2JFuOGVGzJqVoyvG590tXZVoK+UHt1JuJCLoD/o2mfQF8x4Xyd8IBwI0xZrY9qz0zLqpuw6ZFcCPjVZ5UIqBXFCk+L3aTFHRSlhirH/3blGZIeG3zzlZqaMncLiVYuTbYZVD6PKX5U3nKwcK86H/KEXd6nb5YR7jrnnxpiJjQ5IYO2w8LBLuiGaT2KM2Svt8SfAnonH9wD3pDVtA85KCNvHA88Bnyba7pho0+Ccnzj+v2mPp6Y9fhU4MGsoHwB7pz2/vEsfKI3S/DaVHiNXutb2eHuHkJzpi6djGYvvPvPdpBFx3L+N7Y3Uh+sZVTNK079WED2Rzrc+XM/sKbPJ2kFKiiCzwweqA9UdQgBmLJ5BQ2tDNz+d0ptkC+dVk6IopU0x9r+r1wi3ULIfLf4Rlx5waUZflx5wKdOeyx9OVq4V50P+0Iuja0cftP3A7XcaXTv6IC8WKJ1kAPDPhKfjj8CFCa9IyaLbkhWCW0YOxx0ajUcJ+oP48dMWb2NwaDCLjl9ES6wl2Xb1ttXuITkFKseXo4BNyY3b91lXVVcw21fMimXMtWHVw9gS2ZI8Z0LdBO499l6iVpSgz369sb0xOY/qw/XJeeYXv3tIohVlTdManWNlQrYnJRjw0dqkixRF6QuKydpYzPXcJz7G143PsOfFaEKceljpaYPvWn4XVb4qu6/EtcOHr4P9/8qorxCJR/hs62cE/UEsY2mYeRcwxmyjmymBextdpFQAbq7P+UfOpy3WlpE1Y9bkWcx5fQ4NrQ0dwmdyheQEfIGCrl1N/1pZpH+fxbjVY1aM9ze/z4zFMzLCs5768Cnu+fc9eevsZM/NZQ3LiJu465z7ZMsnXPj8hWXh2ldSnhRHk1KlwnlF6RM6Ex5V6HpuGSuZCbQzoVZu9bBuOuQmNrVt4keLf5QzBOzk8Sdz2u6nce7T5ybb3HnUnRpm3k/QK3wF4Ob6XLVtVUbITH24nrZ4G7+Y/AsuO+Ay5r85nw0tG5KCs5AvxKzJszLcrrMmzyIggaJEbEplUoxbvaG1IblAcdrMWDyDk3Y9Kfn8if88wfrm9Xy29TPWN6/v0OeVS65k2j7TAPjT+3/qEB42a/Is5r81P+cYlNIjlYI4kd0r4EuK6RVF6T28DI/a1LaJJ/7zBPOOmMf/nfR/zDtiHk/854mCfbnVw9rUnlqgOMeyQ8Cm7jm1Qyj6Da/eUFSFe6X8UU9KBeCWbSMcCCeP7V2/Nz/c74dcveTq5E7EzMkzMcZw5pNnMvewuQwMDWTO63MyXLFzXp/DjP1ncN8793Hn0XfiF7+G2vQzisnkEo1HXdv4xc4+ePL4kzlm52OY+vRU1jSv4cHjHnRtv9PgnZJ1UQaHBifDCfzi59IXLmVZw7KM9uraL22cRUpINSmK0qd4mbWxUN2rnGNwqYeVfp+SPi6/+JMhZ3Er3qHN4lWLueLAKzTMvB+g32gF4JZ/vDXWmlHLxFmggG0Erl5yNQaT3FHxiY+G1gamL57Ouc+cy/TF02lobWBLZAuLVy3mu898l5A/VBb5yBXvyFXDJN2t7oQKZreJG/uG9Dt7fidjJywcCLu2D/gCyZz3QX+QUTWj2H7g9oT8oQ6ieXXtlz5t0Tg+Ab8vzZMStTDG9PHIFKV/UYwdL5ZCda9y4RNf3vuU7HE5NVByXV8EKas6KUrX0G+1AkjPtrF3/d7MO3weOwzagTuPupMpY6fkrGWyNbI1+diHr0PGjpmTZ3LX8rvYu35vLjvgMlqjrWWRj1zxjmIyueTK3vWn9/8EdBTCt8Xa+OXBv8xo/8uDf4kvhzlyy68//8j56tovcdpjFkG/D5FUMUfnuKIovYeXWRsL1b3KhQ8fNxxyQ4YdHzlgpGs4eV1VXbIGil/8zDtiXs7skEplo+FeFYCTkePB4x9kffP6DLH8nClzGFY9zFVktrZ5bfKxz5fK6tEWa+PjLR9zy+u3AHQIFVPRcv+hmGwvAV+AXYfs2iF714i9RnD6HqcjSMb8a442UxOoyciDH/aHCfhzm6Ps/PpzD5vb459d6R7t0XgysxdAVUJA3xaNUx3sdiFiRVGKxMssnMXUvXIj4A8Qs2IZdvxX/+9X7Dx45w7ZJN2E+Qu+toC2eFsym5jWzOof6F1mheBkTcquLzF98XR80tFLMmvyLO5aflfGjoqT1WNM7RhGDBhBQ2uDa6iYipb7F+nzwtm9yq70G/AFkuFZo2pGEfQHk+cMHzA8w9MiIlz8wsUZefAvfuFiO27apXpwuebE7++0xyxC/lScejC5SFFPiqL0Ntl2vKubjLk858Oqh+WtAG9ZFlf844oMO37FP64gZsUyxtXY3uhq70UkeX3RBUr/Qb/pCiKnOM6KEPAFkjvXBsPY2rHccMgNOfOgO7surdFWzUeuJOlKpd9sTwvgOqfWNq3lnKfP6dCnl6JPpfdoi8aTCxNIhXu1qnheUcqWXJ7zj7Z8lPe64Cacd+5P0lF7r6SjnpQKIpc4ThAufO7C5M71ec+cx9SnpyZ3VtxuLp3XwkF3kbOKlvsnXfVqpHtacgnnN7Vvcu3TS9Gn0ns4mhSHqoAd4qUZvhSlvMn2nG+JbCl4XSjWjrsJ7MfUjNHw8n6KfusVRC5xHGTuXDtC+Gg8muGWdSrUp7trvRTcKeVPV3e5YlaMdc3r+GzrZ8TiMX539O9ckzS49alzsDzJ1qSEAnbol3pSFKWyyHVdsKzUPQUG5h85v6Ad9+HrVGIVpbLRcK8KIpc4bkPLhqTQza1mytzDBdxwqwAAIABJREFU5jK+bnzOKrJeCe6U8sfZDetMpd9cFekXHb+IllgLPvFx7UvXZtRBSe/TS9Gn0nu0Rq1kiBekwr3Uk6IolYXbdWHK2CkdqsnPPWwuDx7/IG2xtpx2POAPEPaHO5VYRalc9FsvAxyPR8yKUeWvQkSIWlFCvhBDDfiirRAIwYDh+Hy+pLjZMhab2jZhGYs7j7qTG169gRMnnOgqhL/32Htd3bULj1uoO9ZKEicd8Kptq5IXkLEDxzI4NJh1zeuIxqNJ0bwjbmxobWD+m/MzCoXOf3M+V3zlCgACEmDGxBms2Lwi42KWPu+c8EOlfGiPZWlSEuFe7SqcV5SSwLlHyNj8MUDLRohFkvcV+Hx5z6urqutwXdh58M6c98x5rvcUY2rHuIwm0bdlcfELF3fYCLv32HtZ07RGN6n6GbpIKXGi8SgfNH7AjMUzqA/XM32/6Vy55MrUzdykmUx46mf4mjbAtx+EEXuAz+cqcJ4zZQ61oVpXt2zUcq8aHolHOi2UVioXKx6nLdaWkUZyzpQ5rNy2MqMC8ewps9l1yK4EfAGMMZyxxxkZ3ruZk2diGYtjHj0m2cev/t+vsIxFa6xV9SYVQHvMSqYdBruYI2i4l6KUAjmToFh+fAtOhsaVUDcu474i33lBXzDjunD7Ubd3KTQ4l8C+obWB0588Xe9B+hkl8Q2LyCcislxE3hSRpX09nlKiobUhGSZz3l7nJRcokNiZePFqNn31Etug/P50ewcEd4Hz9MXTCUjAvdp3juM+8Wn6VyVJQ1uDa5rrNU1rMo7NWDwjo0p8tvfu6iVXYzAZfWxu35xMSTzt2Wk6x8qc9mi2cF7DvRSlVMiZBGXLp/b9BHS4r8h33uqm1RnHVm5d2SUBfC7hfDgQzhynXh/6BZ4uUkSkSkTOEJGfishVzl+Rp08xxuxrjJno5ZjKFUfEnl7dNVfl+NaRX6DhjAexakfYLlpsIVt9uJ45U+Zw99F3M2fKHDtcRmDm5JkdRMshX8hVnOzDp+kAyxy3hAj5SBe5r2teR8xKVRKO5qg27FxA0o856YYNxvWcrZGtGc8HhwZnPNc5Vt60xTKF88GkJkXDvRSlr8mZBKWqJrNh40qItkLjZ9C0Pud5g6oGZdxvPPvJs9x06E2dFsD78Lneo7TF2jLHqdeHfoHX4V6PAVuA14B2j/vuN6S7U+cdMS8pSNsS2eIqWn5/y0dcv+xm5h77SyYEw/iA6kB1h9CwWZNnEZAAD7z7QIY+4IF3H+CqSVcxwfKz8EuXEamqIdTezFDLz6bErkZnhNJK6dDZuia5RO5O6FbQF3CdD62x1ox+0isQh3zuYvu1zWsznm+JbMl4rnOsvGmPWckQL9BwL0UpJXLZ5ZAxmQ3rxkHD+7DwW1A3jtC5T7qeNzg0mMteuCzjfqM+XN9pAbzP53O9RzlxwomZ49TrQ7/A63CvscaY04wx1xtjbnT+ijjPAH8RkddE5Hsej6lsSN/x3tCygfpwPfe+fW9yN+Ku5Xcxa/Is19St9eF6Npgoa6w2GlobiFvxDqFhVy65EoAffOkHXP/K9Zz7zLlc/8r1/OBLP7AF+AtOpv7+bzDmzqOpv/8b+BaczFCDpn8tYzpb1yQ9vNBpnx66VV9te+fS58OcKXPYrna7DsccoftQA3MnZ6aUnH3oTTz2wWOp51NmZzzXOVb+ZKcg1nAvRSkdfD5fh/uJWZNn4avb0V6YgP3vifPghevs540rGfrUFcydcnPGeTdPuZmblt7U4X5jfcv6ZLHGiBXhtmW3YVn5PalDq4d2uEeZtu80vT70U7z2pPxLRPYyxizv5HkHG2NWi8gI4FkRec8Y83fnxcTC5XsA48aN83C4pYPbjvfMyTO55fVbWPTeIuYdMY+QL0SVv4oFX1tAW7yN9ze/zy2v3wLQIa1wLtFa1Iq6p3PdsjoVh+rQuBJftNXVw+IzgPTSf04ZUipztrN1TaJx9wQKTuiWz++nOlCdsTtWHagm6At2OJb01MSjhLJeHyQBrpr4Y36y2xmE2pup89Vy1aSr+In1E83e0od4OW/tYo4pIxHwCYIuUhRvKRVbW260xdqY8/qcDI/FnNfncMMhN8B3n0uGjvOHqbAqJRW2wnUE/Fn2vGoQi1ctzuh/TfMaBoYGcukLl3ZImJIPt5TzdVV1XHXQVfwkrteH/oYnixQRWY7tDQkA54rIR9jhXgIYY8ze+c43xqxO/LtBRP4IHAD8Pe3124HbASZOnGhcOylz3Ha8r15yNZcdcBnTF0/n5XUvs/C4hcnd6YbWBq5/5XrWNK9hzpQ5HYTJjmgt2yXrQ9zTuQZC9q5J+kKlbhyI2B6W7OPffQ5qR/bMf0YFUCpztrN1TXKFcwXFNhWb2jYx7dlpHV6/8sArufD5CzOOOfN1kw+m/eOyDucsPOw3jLnzaPtA3Tjqv/sc5ElNqfQ8Xs1bY0yHcC8RIRTw6SJF8ZRSsbXlRsjY9xHTF09PHrPDvYCBiWt703po2pBxXsNXL05mcnSYd/g81+vGqm2rOtzT3HvsvQXH5naPoino+ydeLUWPB74OHAvsAhyVeO4cz4mI1IjIQOdx4ty3PRpX2ZBrx3twaHCme9OyoGk9Q6NR5h9xK/MOn8f4weO57IDL2Ls+tRac/9b8DmE5MyfPzP2FDxhupxpMd/OettB+fPS1MDYtn0HjytQui1LSdLZaez1+ZmeJHWcfehP12DUucs3TodVDOyRpcLw1EYxrEodI+7ZUJ07Sh4Q4kwIhAUppE4nb3196uBfYIV8qnFeUPiBx7+DY2KH4mHvg1ZnXhgOvZmi67XW5L4gm6mBli+TdwoDnvzU/YwhrmtcU9KQoSjqeeFKMMZ8CiMj9xpiz018TkfuBs11PtBkJ/FFEnPE8YIx52otxlRO5drzH1I5JFlT0GWDDu3ZKwNoRRI67LiMvuRMetqxhGQ2tDbTGWrntyNvYEtlCQ2uDLZBPFNDrgM9n50J33LxWDJ75Gax40jZQJ/wG/vpz2+1bN872vCglT2ertQcw7Pr6Iu497LdE/X6C8Tj1S+8jcNAPgNyVhQ0m6dlzYpur/dVA7iQO1ZEWu4OxE+Hwa+Cer+XMza+UF+0x+0YklLVICQX8KpxXlN7GslL3Dgkb6zttIRPeeYqFe/+IyIChhFo2MfSfv8V37HWp87LvCwIhqn0+V3s+csDIjOuMT3wZaehBBe9K5/H6DuCL6U9ExA/sn+8EY8xHxph9En9fNMb80uMxlQW5drxH1YyiPlxv31S2bEwamU1fvYSLlvysgyv1vL3OSy5Yblx6I99/9vvJ0LAf7DONoeHhhQdj4vD5B9C83n7euBIe/2+YPD3lYXF2ZXTHu+RxXOdjasek5lIuBgwnsPepjLrvZLafvS+j7juZwN6n2jtquM/TS798KZf87ZIOokkr3g6Nn2HFIq5JHKzB28HUJ+HEW+GlWzvm5t+2Rj0rZYoT0pWuSQHHk6KLFEXxlCwvSQd7mXbvANj/LjoT34Hfp14CjInFqJcAvsP+B2pGZvYFdmh33fZQO5K4FXO155F4e8Z1pq6qTpPuKN3GK03KFcBPgbCIOMUPBIiQiBVV8lPUjncskjQykQFDXcNunNAvx6MCsGvdBBYe9luGSij3DarLTkuG96RxJYzcE855PNPDojvelYXLzhkDhie/X7d5Gom25hDnt8OcfYh873n311s+h3uOS8215vUpgWbjStiyCu46WudZGdKeCOlK16Q4z3WRoige4nbtzraXsfaOiXFqR0DL5/DkJWnnPQCNn0KeivO5amVF0+ppQee9+IrihiezxRjzK2PMQOAGY8ygxN9AY8wwY0yO+CIlm4I73o64HQi1bHKtyvrZts+Yvnh6coEypmYM4XVvUz93f3z3HpdROTYDt50Wx3sC9vv6g3DfCfYCxWmTVY1WqQB8voyds+yFQfY8DYnfdS6GxNaxhJo2uL/uCDKz5xrY8615Y+p1nWdlhRPula1JCflFNSmK4iVu1+4O9lJSuhKHQy6HRWdlnXcGbP4ob19OcpV07LpYHfe8O+XFVxQXvJ4xD4vIfll/40XE61TH/ZM0EdvQv9/I3EmZVVnnHnojY2tGdxTC/T1RqsYRvKe7hpsbYNt6iLS4piAmPCS1myJ+9zYqou/XDJUAcw+5MXPeHXIjQ9ua7df/fiNzD/pF5usH/SI1L8GeRzWJUETHs7JkTubrOs/KhlS4V0dNinpSFMVD0iIskmRViUd8cMo9cObDdojtmQ9D/W7u5wUHdDyWZnvrq+uZPWV2ZnKVKbOpr9bsW4r3eL14mAfsByzDDvfaCztT12ARucAY8xeP369/kRaK44tFmBAMs/BrC4nEWgnFowx95n+gaR0Lp/yUyLCdbffqonPwOSE0dePAH8oQ33P4NfDYhXYGL7cUxHU72KE/A4bbuylubVRE36/xGcOE1xex8LDfEPEFCFkxhr56H75xB9ivAxNMILPWjglk7pDUjYPqOvsCOqAenv95Rm5+nWflRS5PStAvKpxXFC/JVT4grUo85z4F8UhmaNep98Fux6UiI5zzoi2Z/WfZ3kAgyK6DJ3DvMfcQtWIEfQHqq+sJBII9/EGV/ojXi5Q1wH8ZY94BEJE9gJ8DlwGPAhW1SLGMxaa2TZ2Pt7Qs+4Y/O+Y//bg/BD6/vRuS3sYJxQF88Rj1TevAGLj3xKSRqr//G7ZhmfpnWwQHKcG7sVKu4aOvtRcojSvtXesTfmOH3aTHog7aLhXu43hysmNfBxQhxlf6jlzzLVfzzs5rnx/f7l+j/r5vpObFGQ9DS4O96KgZgW/hNzvW2jnuxtRF9LQF0LbZfq1tMxx6OaxfnurvrD/alZgaPyvqMyh9S3vMXohka1KCfh9bWqN9MSRFqUzcrssnzoPnr7Ffb1wJmz+BP12QGcb10DlwzmOZdvZb90J4qO1pCQ6AaAtW/e5s8vmJNK1JXg8CgSCjakf31SdW+hFeL1J2dRYoAMaYd0Vkd2PMR4kUwxWDW4X4uYfNZcKQCflv6HKJ3IbvDhvfczc0TRs6CuHiMVj/Njx0Npx0q7vbdutqOPQn9s1grM0WvE+6MNU2PCT1eNVSWyR/9LW2QD40oOONYAFRtVKCFCOqTG/elXkdj9qL6uNutC9sdTvYc8+5KJ6/2H1+1u8K09+2z23floqPdhYl//WcvfsXDMO2dXnFnEppkUpB3DG7l3pSFMVDsq/L0KFKPOBugw0pux1tse8J2rclPS7W7sfzwRE/46I/n9+5+xxF8QivZ9k7InKriByS+JsHvCsiVUBFbZ+5VYi/6K8XsaltU/4Tc4ncmtZ1PP7YhbaY2E0I17TOXqA0roTWzR1FcY7weNGZdkphR/Ce3jb7vFVL4Zmf2gsUF8E0UFBUrZQYRYkqU3RpXpu4fVFc+C07W1ekGR49P/WewQHu81P89jwSUgsQZ4wLTraP121v99+Jz6D0Pe05NSlazFFRPCf9uizSoUo80RZ3G7zpPym7vfBbdumBRWckbe2m/c7kor/N6Px9jqJ4hNeelKnAhYCTpmcJ8GPsBcoUj9+rT8lVedupsp2TbJHb2In2QiQetb0YS+ZkpmEND0k9ThcOx6OpftxCtU74DSx/yO4zve/0tkvm2O7dloaUWG7Ijvb7NK1XL0kl4CaqTK/unuUNyzmvY225Q62MyXyPyLbM57FW9/kpYvfpjCn9nPT5nksYqkL6kiVndi8VziuK96SH9CJw+iLYuirlIRk01g73XnRmygaftgCevDizn+CADFubq9RBwfscRfEITxcpxphW4MbEXzZNXr5XX5OrQnzBaqrpIrexE+GwqzrevKVXdm9NxOlnC4f9wVQ/TqjWcTfCsF1g/Tv2AmWvU937dtqO+GLHPOn5QsyU8iNbVFmgunvOeb1hBThap+x5kf0e29ZlPt+yCt580F4oh4fYc/rl2+Con8Mt+2fOu/QkD858zyUMVSF9yZKzTorfrpNijKHSQoAVpU9wC+k99T5Yek+qntkpd8OAYZmhXTUjcntcErbWKXXQ6fscRfEIT+8+RWSyiDwrIu+LyEfOn5fvUSrkqhBfsJpqWhphJk9PLSKgY2X3E+fZ3g43gXrtKDj1/pQLt2mDbXT8YQhUwUEXQbzd3qFO7/vk2+z86EN2Bl8gtbPitMkXYqaUH+nzDezv/rELM7/ztO/ZdV5PmsnQxde6tnd9jzcfhDP/kEp3GR4Ch19lhxLec5z974EXQMvmVJ+PXWiPDTrO9+z+NWFDydMWyx3uZRmIxk1fDEtRKg+3kN4XbrBt7tQn7c2hf9xkh3Klh3a9OC/zHqJuHAxOFHRMHBv6+kLmHjq78/c5iuIRXod7/Q6YAbwGVLRPv8vVVNNFbrlqk4zc0xYN+/x2bnO3EBt/wG537lMJ4XLQzuTVsCLTM5JdNX7bOvv1bz9oL2Zy1UZxHmtITXmTLao08byhUx3mtYGhi85OpbHOau/6HqEa2PJZ5jz8xh1w4m/tfP2tm22vyREzM/t0hPTZ810TNpQdjicl6CKcB2iNxjt4WRRF6QJuIeRf+T488K3M+4DqQZnnvTgXDvpvOwuoFbM3LWtHgC+YtLW+QIgJ4WFaNV7pM7xepGwxxjzlcZ8li1NNtfMnJkRuTevdw1gc4Xoh/AEYPDb1vGm9e9X4o6+1Myc54WPObvi5T7m/f64QM6U8SUtbnXPOpX3PGfO6aX3HkAC3eZH+HltWdaxk/Oj5qXno9OHMM+d5MJx73qf3r5Q8+VIQQ0JYH9a6CorSbbLDYXNFaJz5SOZ5dePAitpi+2zSbK0Punafoyge4PVyeLGI3CAik9Krznv8HpVDdhjLbsfBOY/bOyMtm+ybvU0f2//GY3ab9GrxTevt5w65BMZO1fj0Kt6NK+3sStlhNPlCzJTyp7OhU27t02uWZM9ByEzq4NC4Eobvlqp2fMbDdlhYMWNQyo72mIVPwJ+lO3EWLZrhS1E8YsBw2yY74bW5Ksn7A5l2/NT77eiLXPcTilICeO1J+Uri34lpxwxwmMfvUxmkh7FYlp0y+L4TYKevwpe/axdbSgrh7reF7g0rcte8yCUwdgrnOWFfzvHsMBqngGSuEDOl/Ols6FR2+2JqlvhzzMOmDXY8tJNZ5oS5EL1O51oF0haNE/T7Oojj08O9FEXxiFhbKrx26pM5vOXV7uHhRdbQUpS+wOvsXhWVZrhXSA/9ckTsk34Iz/88MxvSC9fDsb+GbWtS6VqdsK3vPmf3kasi/MAx0LY1FbaTvnOtYTT9j85+59nhYm41S85fbOtdYhFbd/Kte+Hh72RmjTNW6pxFZyXCDV1CDZSypz1mEfJ3vNFxjmkaYkUpgvTUwrk2c7KF88bKLC0QbYEB9bZdHjQmdV4uW+7cTyhKCeDpIkVERgLXAmOMMceKyB7AJGPM77x8n4okPVQrGLaFb9npg42xd0uyxfCOiDnfLrkKjxUvyFV3ZeuazBz8J80vLJS3Yr06dKX3aI9aBF2E8SH1pChKcbilFnbzdGTb5KqBdlKe9MQlJ83vaG+1/pRSBnh9l3oP8AzgLNffJ1XYMSci4heRN0TkCY/HUz6IpFWENe7CN0xmmmLoKGLOVRFeK8UrXpAxTxMccnnHVNZ/mgZtW+zwrkVn2V68bKG8+Htv3Eqv0h6LE/J3rIOS0qToIkVR8uKWWtitLIAT5p18Hrbtb7Y9Nib/eaDJcpSSw+s71XpjzEOABWCMiVFcKuIfAf/2eCzlQTxmC+PBdtHWjYPWRvcdDsuyY/lrR9hhYOlC++YG2KYCOMWF7GQL8Vh+sWS+9uK3d+XSBZhDdnKfrzXDU22+dV+mUP6E39gpL5WKpC1qdaiRAiqcV5SiKdbTkZ3cJJqjtIGJ5z9PE5goJYjXdwnNIjIMWyyPiBwIbMl3goiMBY4Dfglc7PF4Spt4DNa/DQ+dbRuR3Y6Dsx61vRxuwrcN79iF8E6cB0N3gUN/Ygvta0fYVcSdIn0qgFMcXKsR329rnJxqxOlzJbv9bsfBIZel5mjdOHsx/fW5tviydbPtMXGbr4PH2nVPROCl22Df02HShamK81+f3Xf/L0qP0h6Luy5SqlSToijFkSsBiVu190B1qpp8qNb9PF9Wym8NA1fKAK9n48XA48B4EVkC3Af8sMA5c4DLSHhfKo58KYOb1qVu/sC+aVzwDdiy2l6IpO9wOOmDnercJp4KsZk8PW8VcaUf4xYy8NDZ9oLBeZ4+V7Lb73t65hxtXGkL4gdtZz8PVNmLkez5euI8+8JZt72duGGf0zIrzk/5qe7YVTDtsUKeFF2kKEpefH53u+oPZt5TNG+0sy061eQfu8D9PJ+/472IhoErJY7X2b1eF5FDgN0AAVYAJwDL3NqLyPHABmPMayJyaK5+ReR7wPcAxo0bl6tZ6VFI+JarnsTA0XZmju88YWfqWP92ZvrgxpV2ESbn3PAQFcCVGCUzZ/PVzkl/7syV7Pa55lbrpsx0wst+n5mN7vlr7FTWoDt2ZYRX87YtGncVzgdVOK94TMnYWq+Jttp2NN2uLvs9HPD9zCQl5zyWaaNXLbXPO/uPdrp4xx5/4w6470SNtlDKCs9npzEmZox5xxjztjEmCuSL6ZgMnCAinwC/Bw4TkQUufd5ujJlojJk4fHgZ7b4WEr75g+7CtY3vwV3HwL3H23H7z/w0tUBx2og/dW7rZhXAlRglM2dziSOzRezOXMkWxueaW82JOeykE97jRPvfdKF8MQkdlJLCq3nbFrVchfNVqklRPKZkbK3XBEK2HU23q3uc2DFJSTzW0UY3bYAN/860x/GYRlsoZUdv3Cl0vFIlMMZcYYwZa4zZEfg28FdjzFm9MKbeoZDwrXaUvQud7pY9aX5WVXixQ72yQ798gZTobcmcju5dFcAp4C6OPPX+TBF7egX5bGH8mw/aone30EOHxpUwdLzOPyVJLk1KUDUpilIcbrZ76Hhbg3raArto42kL7KiK7HuE7EQlp94P/7o5s3+NtlDKgN5Ir2MKN6lQclWAT+5a+yBYkxK8RVvsOP70tmCLjNNdvo7oOLsS+H89B3ENp1HScAu1Cg+z58+x17lXkM8Wxr/9qF140Ulh+dTlHT17gWoN51KS5Mru5RMh5PfpIkVRCuFmu8XfMUnOWX/seI/w9qO2fT/6l/aGZqgGPv57Zv8abaGUAZ4sUkRkOe6LEQGKKl1qjPkb8DcvxlMy5KoA7+wwt2yEZ6+yxcnBARBrh3/caAvhn/mp3bZ2lC0ydutDq8UrxeA2T9IryC++NvMC9/f/hYlT4f6TUvNt4JiEjipmZ/tavzwzW1jtSPBrSmHFpj1mJUXy2YQCukhRlC6TnSTn2avsTJ/pOpVvP2gnN3E2iiwr/72IopQoXt1VHO9RP5VFIcGwZblXlh823j5Hq8UrPU3OObiLnT44e775AzByT9uzEo/a3pbaUbpAUTKwiznmW6SoJkVR8uKWeOe0hXa4V3p0xoon7WiMfPcIeh+hlCme3FkYYz71op+KJJ+3w8TdK8uf+1TmOeoxUXqKfHOwbnv3c/wBO+2wouSgPWoRdBHOgy2e1+xeilIAt8Q7i860FyQLv5VqVzeuuHsEvY9QypAeX0aLyO09/R5lizE5KsvHtGq80jvkmoOmm1KyfPWBlIrGsgyReO5wr6BqUhSlMLkS7xSTpETtr1Ih9EaMxm298B7lSS5h/brlKU2K5jFXepJCyR26QqH6QEpF0x6zb4hyhXupJ0VRiiCXbQ7V5g/bUvurVBA9PmONMa/19HuULW4pBtMry2sec6WncZuD3RVUFqoPpFQ07TF7AeJWzBFsT0q7alIUJT+5bHPN8Pw1p9T+KhWEV9m9/o88qYaNMSd48T4ljWXZRqAzorR0MVukJbOy/NiJdpavSIvtrlWRm5KLrsw9h2IElZ3tv1B9IKWicUTx+YTz6klRlAL4fFC/G0z9sx0C7gvYSUoK2Xa1v0oF4VW41/961E950h33qiNma1pvh3g1rrQXKIddlZlxSd21ihteuPbzCSq70n9PhJApZYOjN8mXgnhTs94wKUpe4jHY8A48dHZmuveRe+bPpqj2V6kgPLnjNca8kO/Pi/coabxwr6a7didP75hxSd21ihs97drvSv89EUKmlA2OJsWtmCPYmpSWSKw3h6Qo5UfTutQCBex/HzrbPp4Ptb9KBeGpcF5EJgC/AvYAkqXTjTE7e/k+JYcX7tXs0C911yrF0NOu/a70rzn5+zVJT0qORUp10E9LRMO9FCUv8ai77Y1H85+n9lepILyetXcDtwIxYApwH7DA4/coPRz3ajpdca86YTehAd70p1Q+Xs09r/t35nIucadSsRQK96oO+HSRoiiF8Afdba8/WPhctb9KheB1CuKwMeZ5EZFEgcdrROQ14CqP36c0cATFlgVnPgKNn0BwAERbYMjOXXevOu7abB2AumuVbLoyV7KF8OFh0Pq5+66bzkWlkxQK96oO+onELKJxK2cbRen31I6CMx6GLStT9xWDx9nHFaWf4PUipV1EfMAHIvLfwGqg1uP3KA3SBcW1I+DIWfDkJZk3cl1F3bVKsXR2rrgJ4U+9H164HlY82VEYr3NR6SQFPSlBPwAtkTiDwzqPFCUn8fbM+4rTKj8wRVHS8foK8SNgAHARsD9wFnCOx+9RGqQLiidPhz9+z1vxsrprlWLpzFxxE8I/dDbse3rqefbc1bmodIK2QsUcg/ZxFc8rSh6a1sGiszJt9aKzCgvnFaWC8PpuY0djTJMxZpUx5lxjzDeBcQXPKkfSBcXhISp0V8qDXEL48JDM5zp3lS7SnvCkBP3i+np1wPakNLerLkVRctJV4byiVBBeL1KuKPJY+ZMuKG7drEJ3pTzIJYRv3Zz5XOeu0kWSnpSC4V7qSVGUnHRHOK8oFYInixQROVZEbgG2E5F/DJX4AAAgAElEQVS5aX/3YGf6qjzSc5EvmQMnztO85Erp45ZD/9T74c0HU8917irdoL2gJsU+rp4URclD7SjbNmfbahXOK/0Ir4Tza4ClwAnAa2nHtwEz8p0oItXA34GqxHj+YIy52qNx9RzZguJgGP7rOYiruFgpYdyE8OFh8PXZcOx1OneVblNMdi9QT4qi5MUfsKvLn/uUHeLlD9oLlHzV5hWlwvBkthtj3gLeEpEHEn2OM8asKPL0duAwY0yTiASBf4rIU8aYl7wYW4/iCIqzyU7xqjd9SinhNm/Tn1sWNK3X+at0ibZoHAECvhyalMQipVlrpShKfvwBGDw285jeXyj9CK9n9jHAm8DTACKyr4g8nu8EY9OUeBpM/BmPx9V7OCle7zwC5uxp/7vhXfu4opQ6On+VbtIWjRMK+BDJJZxPZPdqV0+KonQKtc9KP8PrRco1wAFAI4Ax5k1gp0IniYhfRN4ENgDPGmNe9nhcvYdbitfupiNWlN5C56/STdpjVs70w6CeFEXpMmqflX6G14uUqDFmS9axgl4RY0zcGLMvMBY4QET2TH9dRL4nIktFZOnGjSX+Y8yV4lVTuvYrymrOpqPzt1/jxbx1PCm5SNZJUU+K4gFla2u7gtpnpZ/h9SLlHRE5A/CLyIRExq9/FXuyMaYRWIwdNpZ+/HZjzERjzMThw0s861CuFK+a0rVfUVZzNh2dv/0aL+ZtW9TKKZoHCPh8BP2inhTFE8rW1nYFtc9KP8PrRcoPgS9ii+EfALYA0/OdICLDRaQu8TgMHAm85/G4eg+3FK+a0lUpF3T+Kt2kPRYnFHDXozhUB/2a3UtROovaZ6Wf4Ul2r0Qa4WnALsByYJIxptgr0GjgXhHxYy+aHjLGPOHFuPoEtxSvmn1DKRd0/irdpJAnBexFitZJUZROovZZ6Wd4lXD7XiAK/AM4FvgCBTwoDsaYZcCXPBpHaZArNbGilAM6f5Vu0BaNF16kBHw0qyZFUTqP2melH+HVImUPY8xeACLyO+AVj/pVFEVRyohC2b0g4UnRcC9FURQlD175CKPOg06EeSmKoigVRqHsXgBVAR8tKpxXFEVR8uCVJ2UfEdmaeCxAOPFcsOs1DvLofRRFUZQSpi0aZ8iA/NmGqoN+mio13Gvzp/D5f2C7/SFc19ejURRFKVs8WaQYY/xe9KMoiqKUN21Rq7AnJehn/da2XhpRL2HF4fmZsGQuYKB6MHz7Adjx4L4emaIoSlmiKSEURVEUz2iJxqgqsEiprrRwLysOj54PS26GCUfBETOhajAsOgu2revr0SmKopQlukhRFEVRPKM1Ei+8SAn6K2uR8pf/gbcfgf2mwkE/tEO9pvwM2pvgr7/o69EpiqKUJbpIURRFUTwhFreIxg3VwfwRwNVBH63ROHHL9NLIepC3fg8v/Ra+8HXY65TU8cHb2V6VZQ9B04a+G5+iKEqZoosURVEUxRNaorZ3pCpQaJFiv94aLXNvypo34f8uglF7wcT/6vj6F46HeAReu6fXh6YoilLu6CJFURRF8YTWRAhXVbBwuBdASzln+GrfBg+dA1WD4KuXg88lD83g7WH0vvD6/WAqwGukKIrSi+giRVEURfEEp4p84XAv+/XmctalPPUT2PIZfPXS/KmGd/oqbFkJa9/svbEpiqJUALpIURRFUTzBEcMXk90LUouasmPF0/DmAtjzFBixR/622x8I4od3H++dsSmKolQIukhRFEVRPKE1WuQixQn3KkdPSqwdnr4c6sbBPqcXbl89yNas/Pv/en5siqIoFYRXFecVRVGUfo6z6CgmuxdAc6QMPSmv3gmbP4EjfwH+YHHnbLc/LP0dbFkFg8cWbB6zYqxrXsfG1o20xdoI+oKMHTiWUTWjujd2RVGUMkIXKYqiKIontCYWHYU8KU72r5b2MvOkRNvgn3Ng9D4w5kvFn+e0/XAx7Hd2zmYvr32Z+9+9n1fWvUJrrLXD6zsO2pHz9z6fr+/8dUSks6NXFEUpK3SRoiiKonhCc3uxnhRHOF9mnpS3HoDmDTB5eufOq9sBwkPhI/dFSjQe5bpXr2PRikUMDg1m0uhJjBs0jqHVQwn5Q0StKGua1rBk9RJ+9s+f8Y9V/+AXk39BdaDaow+mKIpSeugiRVEURfGElqI1KfbrZZeC+I0FMGQnW2PSGURs78uHi8GywJf6/zHGcM2L1/D4h49zzI7HcPIuJxN0CSP74rAvcsS4I3jq46d45INHiFpRbjr0Jnyi0lJFUSqTPrduIrK9iCwWkXdF5B0R+VFfj0lRFEXpPKlwrwpMQfz5h7D6Ndh5ir3o6Cxj9oXWTbB+ecbhRSsW8fiHj3PC+BM4dbdTXRcoDiLC13b+GqftdhrPr3ye2966rfPjUBRFKRP6fJECxIBLjDF7AAcCPxCRAjkdFUVRlFKjqb24Yo4Bn+D3CS3lFO617CFA7LonXWH0vva/H/0teejz1s+Z/dpsvjjsi5ww/oSiuzpyhyOZNHoSty27jfc2vde18SiKopQ4fb5IMcasNca8nni8Dfg3sF3fjkpRFEXpLFtbo9SE/PgKeBpEhOqgL6lhKXmMgbcetMO8auq71seAYXZmr0/+mTx061u30hZv44zdz+hU2JaIcPrup1MbrOXqJVdjGatrY1IURSlh+nyRko6I7Ah8CXi5b0eiKIqidJZtbTEGVBUndawO+MvHk7L6NWj81A716g4j94JP/wVxO8XwH97/A4eMPYTRtaM73VVtqJZTdzuVdze9y58//nP3xqUoilKClMwiRURqgUeA6caYrVmvfU9ElorI0o0bN/bNABNYlmHjtnZWb25h47Z2LMt0qY1S2ZTSnK0Euvub0t9kcXR33m5tsz0pxVAd9JePJuWt34M/BDsc1L1+Ru8NkSZY+xaLVizCMhZH73h0l7v7yuivsMOgHZj7+lwi8Uj3xlameGFri7UPakcUpXcpiexeIhLEXqAsNMY8mv26MeZ24HaAiRMn9plVsCzDivXbOP++paza3MrYIWHuOGciu40ciM8nRbdRKp9SmbOVQHd/U/qbLJ7uztutrVEGFL1I8ZVHdq94FN5+BLb/CoRqutfXyD0BaPvorzy85jH2HbEvIwaM6HJ3PvHxzQnf5KbXbuKxDx/jW7t+q3vjK0O6O2eLtQ9qRxSl9+lzT4rYFal+B/zbGHNTX48nH583R5IGCmDV5lbOv28pnzdHOtVGUZTi6e5vSn+TvcfWtigDQsXtfVUF/OWhSfnwr3ZWrp0P7X5f4SFQtwN/++RZtrRv4fBxh3e7yy8O+yI7DdqJ3y3/HTGrDBZ9JUax9kHtiKL0Pn2+SAEmA2cDh4nIm4m/r/X1oNyIxOJJA+WwanMrkVi8U20URSme7v6m9DfZe2xtjXXCk+Ivj2KOyx6CqkEwZj9v+hu5J0+1fEJdVR27D9292905aYlXN63mL5/8xYMB9i+KtQ9qRxSl9+nzRYox5p/GGDHG7G2M2TfxV5IqwFDAz9gh4YxjY4eECaXVBCimjaIoxdPd35T+JnuPznhSqoM+mko93Kt9G7z3BOx4MOSpX9IZto3YjX9WhZg0cGfPCjF+acSXGFMzhjuW36GZvjpJsfZB7Yii9D59vkgpJ4bVhLjjnIlJQ+XEpA6rCXWqTSxmsaaxlU8/b2ZNYyuxWMeLigr0lP5M+vz3++COs/P/pvLh+ps8eyJ+H/r78hDLMjS1xRhQVdxN24CQn21tJb5I+fcTEGvrflavNBaHhIhPODLm3eXXJz6+tvPX+E/jf/j7qr971m9/INc1e0g4mHENHhIOFtVObYmieEdJCOfLBZ9P2G3kQP544WQisTihgJ9hNaEOormqgI9fnLgnA0J+WiJxqgKpi1EsZvHe+m1MW/BaUnw3/6z92X3kQAKJdirQU/ozbvP/nnO/zP9+ax8EOvymiiH7NxkMCD95ZBl/eXeD/r48YltbDAMMCBZ3WRkQCrCtLdqzg+ouyxZB7SgY3v2wLIenNr/LqLjhyxs/4QPPeoUDRh3An/7zJ+5YdgeHjD0EKVCrRknhds1eubmFc+56JeMaXFvlz2hXW+Xng41Neq1WlB5CPSlFkL6ru7m1nVjcImYZonEruWsSjcZZvbmFzza3EA75GVZr7/JG4ha/furfSXHdhqb25AIF7JjWaQteY0NTe/L9VKCnVBrZnsFYzMr5fN3WNmY/uyJj/l//9HtJz0kkbrHolU9Zt7WtqN3Lz5sj/PqpfxOJW8nzr3/6Pb65//bJ/vX31X0amm0bNihc3CIlHPITjRvaoiUa079tHXz8gi2Y9+iGf0u0mRcb/81X/YMYuO4dJO7dIi3gC3DsjseyrGEZr6571bN+K53PmyO8s3ozE0bWMmpwNRNG1vLO6s18+nlLh2vwui3tGXZk3Zb2Dtfq2c+uKNo2KYqSH/WkFCB9V3d4bRWXHbMbl/5hWYYXZEJ9De83NHPBgtdc21z3zb2xLNuwReOWq/guFk+FfKlAT6kksj0jR+0xgosO37WDN3Hu8+8nPRvXfXNvNm6L8MZnjXxp+zq+c9BOnHvPq8nz//uwCZx624tF7V5alsV3DtqJyx/J/E0Oqk6ZP/19dZ+N2+xFypABxYXhOQL7rW1RqoMlGNf/1u/BWN5k9UrwXMObxI3FAXW74f/4HWo2rKBp9J6e9X/wdgfz+IePc8fyOzhg9AGe9VvJBP2GHYcP4tu3v5S0D7eetT/DajJvj4bXVlEd9PGLJ95NtTtzP4bXViWv146tKtY2KYqSH/WkFCDdqzHt0PHJxQekvCANLREuSNxwubW5/JFlxBObKUG/z1V8F/CnvgoV6CmVRLZn8Jv7b+/qTUz3bFz+yDKmHToegGmHjk8uMJzzL1z4etGexrgh43yn//QbY/19dZ8NiUXK4HBxAvOahMC+JHUpxsDr98HIL8LgsZ51+9TGpYwM1VE/cl8ABq55y7O+AYL+IEfteBQvrX2J5RuXe9p3pdLcbiWv32DbhwsWvIYxmYuKiw6fwAVZdueCha9z0eETkm2ybZV6aRWle6gnJQeWZfi8OUJLJJY0OHXhYIaH40vb1zHt0PHELJOzDZB4bli9uQVj4MHzD2TdljYsY2iJxNl+aJgRtVXJ9o6QLzvOtVihsKKUEtmewbpwkOG1VfzP8XtQFw7S2Bpl/t8+pC7t5nbV5tbkfB9WE+KgnYdx/ld3xu8TfCIFPY3RaJwNTe3ELIPfJxm7nU77lkS181y/L8cG5NOfdad9pdFZT0o44UkpyUXKp0tg04dw8MWeddkQ2cqrje/ztRFfxqqqpWXwGAaueZO1+5/p2XsAHLr9ofz54z9z5/I7ufmwmz3tu1KIxSw2NLUTTUQwuNmjmGW4e+qXk/qTnYbXuLbbqb6GsUPCSZulURCK4h26SHEhPTzlf47fI2mAGlujycdf2r6OHx+9G5c/sixnG4ej9hhBQ1Mkufs7dkiYG07Zm+ufXsHGpnbmn7V/hzHkE98rSjnheAad34RlTIeQyBtO2RvLpGK3xw4JM6YuzJLLp1AV8HHWpB2S4V53T/1yh9/Y2CFhgonfSDQa570NTcnd0fTf2xufNSbbjxhYxZLLp7guKDqbvEKTXcCGbW0EfEJNJ7J7gV2lvuR47V67uvwOB3nW5XMNb2BhOKBuVwC2DhvP8E9fQeIRjN+7DahwIMzh4w7n8Q8f54PNHzBhyP9n783D5Crqxf23Ti8zPTPJ7NkTICEsIYRAwhqWBFFZlOAFgSCgcL0Qt1zBH6j3iyJXrhdREgVUREVW2ZGgIAqy3rBlZQuEGNYQkplJMklmMjO9nPr90ct095zT+3J6+vM+Tz/TfU6dc2r6fKq6q6vqranpD6oikuU1j//n0Zb1kc/j4gdL34htu3/hkZbpRtS6YjIdpZRl3SS9tIKQG/LN14L44Sk3PbOBn54+Izxu/pkN/OyM8PP4bl27NBCuoL530v5Dhqdc9kB4OIvdxPnzb3mFC25dzlk3v8QFty7n/FtekS5joSJJVnwqpYYMibzsgddiNqLoF/wxI2sZ31zHQNBMKD/X/3P9kDL2szNm4I40Bjp6BoYM37jsgddiwzKi6Ws8BuOb62gfUTOkIZGtvEJkF+GelOY6T8ZWKccO99q5CdY+HNYOu2sLdtq/daxgXE0rE2rbANjVtjeu0AD1HesKdo0oJ0w6gRpXDb97/XcFP3elkyyvaaj1WNZHwbj5oxu399EfCFmmGwhq2kfUML65jjEja9MuQSAIQuZUfU+K1RANfzCUMLwE4IYFM2mtr2FErYt7LzqCoKm55t8OjA0/qfUY3HbhYbgNRcjU3LBgJv6gprsvwI6+gGUXcJPPExsyFgiF7UbR60uXsVDJJJeryS11sXJjNfyqvaGGCc0+nr1sLh6XQXu9N3a8juyPpl/9UTfXPr6Ou//jCDZ1h3sv/7zqYxadMJVd/b0AluVncns99150BN19Aa59fB03nnMw1Fvn36oMtjfU4A+GLX7JvS9SZuHj7X00Z/FlrC423MthPSkv3AhmCKadVrBTbh7Yzuqd7zJ/9BGxbbtaJ6NRjNj0Kj1jDyzYtQAavA0cP+l4/vbe3/jyAV/mgNYDCnr+SiYQMhOGbYVMbTvc67fnzYptcxvWw0wDcdKbTJcpEAQhM6q6kWI3RGNcU03C8JIJzT5+/aVDaKp38+HW/gQr0c/OmMGDKzfyhUPG840/rU6wB/387+HhJXbDUwIhMzZkLP76o0fWSJexULEkl6uLj9mTz82cYDv86uCJTVx+4r4xu46V/St5uFZnT1gFetbNLw053q68+YPh9NHXqcpT8hC16DXOijMAxQ/nSk6fyTWGG+919bLfmBEZp4+uTN/tpOFeOz6GFX+AycfBiDEFO+0/Oleh44Z6AYS89exuHE/jRyv5ZNa5BbtWlFP2OoVlHy/j2leu5dYTb5V1UyL4PK6EYVv/9925lsO4PO5Ek9dN587iM9NG8Y+1HbFzTWj2xXpwoxiGon1ETfJlBUHIgaoe7rW118/Dqz7ij185lKe+cxy3X3gYgZDJrv7QkOFZX79rFbv6QkOsRJc98Br/cexkS6PXwrlTmNDso6Xew3VfPGjI8BSXobjthff4weemce9FR/CDz01jyRPrCJpauoyFopG8ZkmhPf7JQ5/OmD0p5fCrRZ+amlB+rOxfycO1/viV2dS6DZ76znFcv+Bg/rjsvZTDwX5z7iweWPFh7PXvzk+94nzyELXkPCYP57JbtbpaymzvQJCOXQOMafSlTxyh1mNQ4zbo2jWQPnGpeOKHYe3wzMJOZn+04xX28I1iTE1zwvYdo/enYcubuPp3FPR6AHWeOk7b+zRWdaziiQ+eKPj5K5WQqRPKcjCkLYdx9QdCCdsW3rmS/3fKtCH1Srz0RhCEwlLVPSkKzSkHjU/oMfnZGTMIxdm6omzc3pdg8YrfbtcNvP+YEVzzbwdGVqZ188evHErPQJBRI2rY1N3PmMYay/UbtKmly1goCqWY4J089Mntsi4fU9rrefayuSgSh2fZGfL2aqvnqe8ch8el6O4LcsGtLyWUm+i6KtHhYPdcdAQhU+M2FO31XsYcuzfnH7UXHrdBT3+QU29cZvseJA/bCGnrsh8dzlXtwzze+mQnABNbMm+kKKVoqvPQ2TPAk2u38HF3H18+as8i5TAD3voLvPEAzDgbGkYX7LQbej9hbc9HnD322CH7usccwLh3nqDpw1fYus+nC3bNKMeMP4anPnyKa165hsPHHk5jTWPBr1Fp+JPWKtNYDw/VSb/dbNzeh6Hg1gsOw1BgaqhxK1yuqv6tVxCKSlWXruQJudFfUBpq3JbrlLgMZb3dZu0TlOJ7D73Ogt+9zOdvXManlzzHt+5ezTtbevjib1+kP2Bart8Q0oNdxnYTewUhF0oxwTt5nR+XYV0+XIZij9b6IeUqashLTr9uyy6Ov+5Z+gND1zWIX1cFwsPBDBU+//jmOrxed6w8KRTn3/JK2vcgvgz6PNZ1Qvxwrmous2siw/CmtDdkdVyjz8PH2/v46u0ruPKRN3lny65iZC893R/C0m9A21SYcVZBT/2XjpcxUBzetO+Qfb1NE/DXNtL0/osFvWYUl+Hi3w/8d7b1b+PHL/0YnfzNuwpJXqvMbu2y5A7mCc0+lFKcsPhZjr/uWU5Y/CwLfvdyVckxBKHUVHUjxa5npD8Qitm6gNiclBfWd/LrLx0yZNjWQCA4JP1PT5/B7oHAkGEnvz13Ftf/cz0APQNBm19wEmvHYg/PEaqHUkzwTh761Oe3Lh/RsdxKkbD/wZUfDSlnvzl3Fg+u/AgAl03PZXRoVXT8uN0wDLv3oC8Qynj4V7UN50rHM+s6Gd/ky3iNlCjNdV5WfLA99nr5+9sKnbX09O+Ae86BUACOuRxcmS1GmQmmNvnrlleYPmJPGj0WlgZl0D16fxo/Wo4KFefL7h4j9+C0vU/j7+//nT+88YeiXKOSGNVQw03nzoqVZZfB0PrmS4fgcTGkzkruXqk2OYYglJqqHu4V/QUlebLrph393PTMBn48fzqT2+sJhDQ3P7uB+1Zu5MxZE7j1gsPwuBRel4HLUPhDJre9sC7BDnLbC+9x5ecPoKW+hoe+dhSBkInX7cJlhH/lhfAKzekm28r6C0IhKcUE7+ShT0oprvvH0PLxP1+YAYBicG5WdP+jr37MvRcdEctzU62bH506nStOMWM9L8n/w9jGWp67bC5ul8GohhrcNmsL2b0HGzp6uODW5RkN/6q24Vyp+GBrLy9s6OLUg8ZnfezEljpefi/cMKlxG7zxceHnZqQk0Ad3nw0da+H4H8LIsQU9/fLu9Wzxd/OFMUfapukecwCjPniJkR+vYcekwwp6/Sgn73UyG3dt5Jerfkm9p54F+y0oynUqAbfbYL/RI7jv4iMJhkxMEx599WP++JVDcUXsnA+s+JATpo0dUmddfuL+CeeqNjmGIJSaqu1JMU1NndfgN3G/qER7Rm56ZgOdPQOMaaxlfGPYwvXCu1sBeOHdrQRCJhOb6xjb5GPUyFrqvC4umLMXP/7rWs66+SV+/Ne1XDBnL3xeF6NG1jIqst5D+4gamnyDv8haramS/OusrL8gFJJS9QjED30aM7KWSz69b0L5uOTT+8au6fWoIeVn7n6jqfUOrmPi8bgY1+RjUms9o0fUJvwSGu05GT2ilkmt9Yxr8tk2UOzeg5+dMSPWw5nJ8K9qG86Vit89/y6GUnx6WvbzOKI2sEP3bGZyez3rt/QUOnv2hIJw/wXwwYsw51IYP3RR3Xx5YPP/UeeqYebIKbZpdrbvS9BTR+s7xZvcrpTiwukXMrN9Jj95+Sdcu/xaAiEHWdVKjGEoPJEfGX1eg8/NnMAFty7n+Oue5YJbl/P5mRNoqvck1EmLPrUPNW4lvamCUEJUpY1RnT17tl6xYkVe54jvnThqcisXHTcl1jPi9Sj6/WbCL6VWa6nEf0H5ePtuvvmn1SycOyXBs37jOQczvrnO8vrR8/m8LoKmJhA0bc8956dPDznHsu/Oszy3kBdF+dZZiJgtJOniuRjXe39rLx9s3U2d18Vuf4g9WuvYs7Uew1BZlx8Irxrd0TNAMGSm7Tmxy1P0PQD45p9Wx/TGUSqojJUtbjt29jPnp09x7NR2vnrM5KyvobVm5Qfb2W/MSO5e/iGrP9zO6h9+JtcsZ45phuegvPonOPxrsN8pBb/E5oHtnPjyDzihbSZnjRs6aT6eSa8+SPtHy1lz/n2EarKb15MNITPEPevu4Z8f/pMpjVP47mHf5chx9r08RaRsMZs8OuGp7xzHo69uYv4hE9Bao5Ri6aqNnHXYRIImCXWMYaiS1p2Co5AbXQbKPtxLKXUL8DmgQ2s9vRTXjO+duG/lRu5buZEJzT7+/PU5tNbXDFngLZ333Ot20dkzwMV3rIxtS9UNnI1HXdZfEApNqT3+W3v9CRPVgVh5ax9Rk3X5gfCQjXFNmZukkol/Dzp3DcSGYGZ6fSHM39duIRDSnDQ9t2FSSilm79kCwLhGH0/t7mB7rz+rRSGzRmt4/HvhBsrMLxWlgQJw76bn0Gg+1XZQ2rRbJ81m9PvLaN7wLF3TipMfCE+k/9L+X+KA1gO4++27ueiJi5g7YS6XH3Y5E0dMLNp1nUTy6ISQqbl35Uaue3J9LM2EZh+nz55oWcfIGiiCUDqcMNzrVuDEUl4wk8nD2UxWL+YQGpmwK1Q66cpbIWI8H7mElLHceeFfXbQ2eBnXVJv3ucZGzvFuVxGHfGkNT/wAXvlteEX5GWcX5TI7Ar3cvelZDm6cQps3vfa3t2kSfQ2jaVv396LkJ5mZo2Zy9ZyrOX3q6bz0yUuc9vBp/GrNr+gL9qU/uMJJro9+99y7/CZp4nwq8YYgCKWj7D0pWuvnlFJ7lvKa6Xonsp2sXsxJtTJhV6h00pW3fGM8X7mElLHcME3NS+9uZfr4xoKsZj4ushDkhs5eZu3Rkvf5LHn6J/DCDbDvKTD738NquSJwy8Yn2B3qZ/7oIzI7QCk69zicSW8+Qn3H2/SO2q8o+YrH4/JwyuRTOGrcUdz/zv3c9OpNPPbuY1x73LUc0HpA0a9fLpLro/UdPRgKfjx/emw4ap3XJeVfEByAE3pSSk66X05zmaxezEm1MmFXqGQy6anIJ8YLIZeQMpY973TsYvvuAAeMG1mQ87WPqMHjUmzoLEJPitbhBspz18LUz8DhFxetgfJRXxd3ffw0hzftx4TatoyP69zjCIIeH2PW3FeUfNnRXNvMRTMu4rLZl9ET6OHcx87lrrfuGrZrqiTXR4s+NZWL71zFBbcu56ybX+KCW5dz/i2viJxGEBxA2XtSMkEpdRFwEcCkSZPyPl+6X05LsZaEMLwpdMxWMsXuqZDyWjiyidsXN4SNh9PGFmYVc5ehGDOylnc7ewtyvhhmCB77/2DFLeXKC4YAACAASURBVLD3p+GIb4Aqzu9zWmuuWn8XBoozxszJLpueWjr2PIqx65+irms9u9umFiWPduzfuj8/OvJH3PLGLVzzyjW82vEqPzrqR9R5nC2PyLauTa6PQtp6vTSpPwSh/FRET4rW+mat9Wyt9ez29vaCnDPVL6fJK2aDTKQVsqMYMVvJFLOnQspr4cgmbl/csJVRI2oKOpF4bKOvsD0pfd1w75fCDZTpZ8BRi8AoXlzcuvFJXu5exxljj6bFOyLr4zdPPZ6gt56Jy34zZOHAUtDgbeCbB3+T06eezt/f/zsLHl3AezveK3k+siGXuja+PvJ53FJ/CIJDqYhGSqmRibSCUDlIeS09och8lEIN9YoytqmWD7fuJhAy8z/ZJ6/BzXNh/T/gsIth1leKNsQL4InO1Sx572EObZzKcS0H5nSOkMfHx/ufyMhPXmPUm0sLnMPMMJTBKZNP4dLZl9LZ18mCRxfw5AdPliUvpUDqD0FwLmUf7qWUuhuYC7QppTYCV2qt/1DOPMlEWkGoHKS8lp5XN3azsz/IAeMKM9QryrhGH0FT89G23Uxuz3G9kEA/PH8d/N8SqB0Jn/1fGDWtoPmMR2vN/Z88z//8614m143hwomfwcijMdS5x5E0bX6TiS/+lr7mPdk1fmYBc5s501qnceURV/LrV3/NJc9cwgUHXMC3Dv4WHpenLPkpFlJ/CIJzKXsjRWu9oNx5sKLUa0kIgpA7Ul5LyxNrt2AoOGhiU0HPO7ElPP9h9Yfd2TdSQkF440F49n9h23sweR4c+lWoLWxDKp5/9W5iyXsP89y2NzhwxJ58fY9TqDHy/BKvFO8ecg77/9+vmPq3K3jv+MvZPjn1YpDFosXXwncP+y73vH0Pf3zzjzz54ZMsOmQRJ0w6AbdR9q8PBUPqD0FwJsOnlhEEQRCKzs7+AA+s2MiBExppqCnsR8gerXW01Ht5aPVG/u2Q8anVxlpD33bYtBrefRpevx92bYbmveCE/4bxhxQ0b1prdgb7eL9vC2t2buCZra+zYsd6ag0vZ489lhPaDs6rByWekLeedUctZO9XbmHvf/w33RMPpWu/k9g54ZCirkhvhcfwcN6085jZPpP737mfy569jDZfGyfvdTKHjjmUaa3TaPO1YRRJRiAIQvUijRRBEAQhI55+u4Nv3r2KPn+Ibx2/d8HPbyjFKQeO5Y6XPuCSe9fwi7MPHty5/A/w2n0Q7AP/bujZDAO7Ige6YPwsmP1VmHhY3vau6959iNd2vseAGWDADNBvBtjm38VucyCWZmxNC18YfSTzWmfQ4B66Mnm+BGpH8vbR32T0hmcZ869nafpoOQB+XzNBXxOmx0f3HkfwySHnFPzaVhzYfiAHtB3A6o7VLPt4GXe9dRe3r70dALfhpt3XToOngRpXDV6Xl2MmHMNXD/xqSfImCMLwRFWaC10p1Ql8kGHyNqCriNlxCtXwf5bif+zSWp9Y6JNmGbP5UAlx4PQ8Oj1/MDSPlR63yTj9Hkj+8qMNeLsMMev09yUVlZx3qOz8R/NelHpWSE3FNVKyQSm1Qms9u9z5KDbV8H9Ww/+YL5XwHjk9j07PH1RGHvPB6f+f5C8/ypU/p78vqajkvENl57+S8z4ckEGkgiAIgiAIgiA4CmmkCIIgCIIgCILgKIZ7I+XmcmegRFTD/1kN/2O+VMJ75PQ8Oj1/UBl5zAen/3+Sv/woV/6c/r6kopLzDpWd/0rOe8UzrOekCIIgCIIgCIJQeQz3nhRBEARBEARBECoMaaQIgiAIgiAIguAopJEiCIIgCIIgCIKjkEaKIAiCIAiCIAiOouIaKSeeeKIG5CGPYjyKgsSsPIr8KAoSt/Io4qMoSMzKo4gPoQxUXCOlq6ur3FkQhKyQmBUqEYlbodKQmBWE4UXFNVIEQRAEQRAEQRjeSCNFEARBEARBEARH4S7WiZVSE4HbgdGEx/PdrLX+ZVKaucBS4L3Ipoe01v9drDxVG6Y22da/DX/Ij9flpaW2BUPZt0uzTZ/vcYJgR9AM0tXXRSAUwOPy0OZrw23YV1cSg0K1YBfr0e2maWJiYmpTyoIgCBVN0RopQBD4jtZ6lVJqBLBSKfWE1nptUrrntdafK2I+qhJTm6zfvp5FTy1iU+8mxtWP4/rjr2dq81TLD6xs0+d7nCDYETSDvLP9HS55+pJYTC2Zt4R9mvexbKhIDArVgl2sT2mawobuDfxq9a84Z9o5XLnsSikLgiBUPEWrtbTWn2itV0We7wLeAsYX63pCItv6t8U+yAA29W5i0VOL2Na/rSDp8z1OEOzo6uuKNVAgHFOXPH0JXX3Wk2IlBoVqwS7Wu/q6WPTUIuZPnR9roMTvl7IgCEIlUpKfVpRSewIHAy9b7D5SKfWqUupvSqkDbI6/SCm1Qim1orOzs4g5HT74Q/7YB1WUTb2b8If8BUmf73HDHYnZ3AmEApYxFTADluklBguHxK2zsYv1gBkuM43exqorC4WK2Q+29vLZJc/xyY6+AuZOEIR8KHojRSnVADwIfFtrvTNp9ypgD631QcANwMNW59Ba36y1nq21nt3e3l7cDA8TvC4v4+rHJWwbVz8Or8tbkPT5HjfckZjNHY/LYxlTHsNjmV5isHBI3Dobu1j3GOEys8O/o+rKQqFi9vfPv8e6Lbt4ePWm9IkFQSgJRW2kKKU8hBsod2mtH0rer7XeqbXuiTx/DPAopdqKmadqoaW2heuPvz72gRUdm9xS21KQ9PkeJwh2tPnaWDJvSUJMLZm3hDafddUgMShUC3ax3uZr4/rjr2fp+qVcNecqKQs5YGpZr08QnIbSRSqYSikF3AZs01p/2ybNGGCL1lorpQ4DHiDcs2KbqdmzZ+sVK1YUJc/DDbF7ZY0qxkklZrMnZvcyA3gMsXulQeK2ihgmdi/HxewPHn6DO176gIuPncz3T96/wDkThgFFiVkhNcW0e80BzgNeV0qtiWz7L2ASgNb6JuAM4GtKqSDQB5ydqoFSrTj9C5ihDNtfuYXqoNANYrfhZkz9mIT0XX1dtuklBoVKJdOyk6zlHlU3KqHhLmUgP/oCIQB6/cEy50QQhChFa6Rorf+PNC1PrfWNwI3FysNwoFRqYNG4CrlS7FiT2BSGK5nGdrZabiF7+vyRRspAqMw5EQQhinzCO5xSqYFF4yrkSrFjTWJTGK5kGtvZarmF7Nkd6UHpHZCeFEFwCtJIcTilUgOLxlXIlWLHmsSmMFzJNLaz1XIL2bPbL8O9BMFpSCPF4ZRKDSwaVyFXih1rEpvCcCXT2M5Wyy1kz24Z7iUIjkMaKQ6nVGpg0bgKuVLsWJPYFIYrmcZ2tlpuIXuic1IGgtJIEQSnUDQFcbGoRi1mNuakhLSGF8Mw6A/2Jz63OUeyPcZreOkP9cd+resP9uNxpdfBZkPyNQt57hxwnBbTCWQSf+nSJN/nlpoWtg1si71urmlmW/82gmYQt+GmzdeGx+WxPb7MceI0JG4rmGhsRz+LNRpDGXiUh4AOxFTCjd5GtvZvJWAGcCs3XsOLVpqmmia6B7pjZS/5dbY2yBLZJB0Xs0dd8082dfczpb2ef35nbmEzJgwHREFcBuRTvgLIVC1pZ4qZ0jSFDd0bUhpkTG0OSXP1nKv5xapf0NXXlfC8UFYZMdY4n0ztQ6li1O4+37TmJp7e+DTzJsxj4cyFQ/ZPbZqKx+WxjE2xewnDgWhs/2r1rzhn2jlcuexKNvVuYt6EeVx80MVc+sylKetyu7ITLVvZlpVqNun1B0wA/EGzzDkRBCHK8K51qgw7U0xXX1dag4zVsVcsu4ILD7xwyPNCWWXEWON8CmHWsrvP86fOB2D+1Pkp40DsXsJwJRrb86fOjzVQIFwmog0UsK/L7cpOtGxlW1aquaz1RSbM+0PSSBEEpyCNlGGEnSkmYFqbYeINMnbHNnobLZ8XwiojxhrnUwizlt19jsZTo7fRcn/QjH5pELuXMDyJxnZyGbArE8l1uV26aNmKvs60rFRrWTNNTV+kJ2VAelIEwTFII2UYYWeK8RjWZph4g4zdsTv8OyyfF8IqI8Ya51MIs5bdfY7G0w7/Dsv90SF/YvcShivR2E4uA3ZlIrkut0sXLVvR15mWlWota/ENExnuJQjOQRopwwg7U0ybry2tQcbq2KvnXM0tr98y5HmhrDJirHE+hTBr2d3npeuXArB0/dKUcSB2L2G4Eo3tpeuXctWcq2IxvnT9UhbPXZy2LrcrO9GylW1ZqdayFjV61XoMaaQIgoMQu9cww87MkmBHMjzUumvZHdydkMbODBaze0VMX4U0KwVCAbr6umytTiXGccYZJ1AIu1fyfW6tbWVnYGcs/UjPSLb2b7WNg3yNQyUyFpULidsKJhqbpmliYmJq09LuFW/tMpSBgYGJmTJdJrGeXDbytYNliKNitmNXP4f9zz9pqvPQvTvAuz85GcMQmZOQgAREGRCF0jDDyrKUztwVb28pZS+GqU3e3fFuVZpkKol0cZHOCJTpfR7bMDbnPKSimo1FgvPJJLatYjiVxSvTsiJlI0wgFP6x1udx0U0Af8ik1nCVOVeCIFRPLVTFpDN3lcveUs0mmeFEuvtY7vtc7usLQr5YxXA+Fq9U563GshEd4uXzhBsmMnleEJyBNFKqgEzMXeWwt1SrSWa4ke4+lvs+l/v6gpAv6erw6OtsY1rKRphARDtcG2ukyKrzguAEpJFSBWRi7iqHvaVaTTLDjXT3sdz3udzXF4R8SVeHR19nG9NSNsLEelK8roTXgiCUF2mkVAHpzF3lsrdUq0lmuJHuPpb7Ppf7+oKQL1YxnI/FK9V5q7FsJPekSCNFEJyB2L2qhJjdywzgUdnZvWrdtZimid8ctL0AOduS4q9jde4yTth0lHGmkkiILwsDnD/oT7B3tdS2sCuwyzZ+Cm3jErtX9lRD3DqZ+Jg1lEGNUUN/qJ+gDuJWbryGl4AOxCxfBgaGYWQc21ZWsRKWDUfF7CvvbePM377ICfuP5sm3tvC3/zyG/ceOLEIOhQpG7F5lQOxeVYCV3SvZ4GJlebl6ztX8ZcNf+PyUz3PFsisSjvW6vCx8YmHWRhixyQw/0sVXIBTgXzv+xSVPX8Km3k3MmzCPhTMXxl5b2cAKHSOlNtcJQj5YlYHFcxfz21d/G7N5XTXnKv609k8snLnQ1vKVzfmruR6O9qTUyXAvQXAU1VcbVSGZGFzsDGBfnv7lWAMl/tiNuzbmZIQRm8zwI9097errijVIAOZPnZ/w2mk2MEEoN1Zl4NJnLk2weV257MpYWcrW8iVlLBF/8nCvkDRSBMEJSCOlCsjE4GKXxqVcltt9bl/K8+WTF6GySHdPg2YwYX+jt9HRNjBBKDeZ2ryiZSlby5eUsUQCSQpi6UkRBGcgjZQqIBODi12akA5Zbu8L9qU8Xz55ESqLdPfUbbgT9u/w73C0DUwQyk2mNq9oWcrW8iVlLJFoz4nPG/5KJApiQXAG0kipAjIxuNgZwG574zaunnP1kGMnjJiQkxFGbDLDj3T3tM3XxpJ5S2L7l65fmvDaaTYwQSg3VmVg8dzFCTavq+ZcFStL2Vq+pIwlInYvQXAmRbN7KaUmArcDowEN3Ky1/mVSGgX8EjgZ2A18RWu9KtV5xTiTG5nYjcph93KYaclRxplKIt09DYQCdPV1xexerbWt7AzsLJnda5gjcTsMSbZ7eZSHgA5gahNDGTGbV1NNE90D3VmXlTKXMUfF7H3LP+LyB1/jeyfuxzWPv80NCw7m8weNS3+gUE2I3asMFNPuFQS+o7VepZQaAaxUSj2htV4bl+YkYGrkcTjwm8jfqsSukVCID5B4u1HQDNKxu4NAKIDHNaiLzdaAlKstKf46dh+U8iW1fOTy3pvaJGgGCZkhgioY+yIVxWW48Lg8aDQelwe3y02buy3h+K6+roRrFtLGJfEkOIXkxkdUIRzfCMm2DGSSzqoMtPnaYts3926u2rIxZOK89KQIgiMoWiNFa/0J8Enk+S6l1FvAeCC+kTIfuF2Hu3NeUko1KaXGRo6tKuwUwL9Y9Qu6+roKpocMmkHe2f5Ogv51ybwl7NO8T8K6FqXAToM5pWlKWmWyUBxyUZOmi6l05yy2DlV0q4JTsIrFq+ZcxbKPlnHi5BO59JlLS1oGpK4NMzjcy0h4LQhCeSlJLaSU2hM4GHg5add44KO41xsj26oOOwXwhQdeWFA9ZLIOdlPvJi55+hK6+rryPne22Gkwu/q6RI9ZJnJRk6aLqXTnLLYOVXSrglOwisUrl13JafucFmugRLeXogxIXRsmeU6KNFIEwRkUf1lZpRqAB4Fva6135niOi5RSK5RSKzo7OwubQYeQTjlZKD1kIBSwvE7ADOR97myx+5/t8lhJesxKjdlc1KTpYirdOYutQxXdauZUatxWCtmq3otdBgKm1LUAgVB4bu7gOinFmasrCEJ2FLWRopTyEG6g3KW1fsgiycfAxLjXEyLbEtBa36y1nq21nt3e3l6czJaZdMrJQukhPS6P5XU8hifvc2eL3f9sl8dK0mNWaszmoiZNF1PpzllsHaroVjOnUuO2UshW9V7sMuAxpK6FwTkoNW4Z7iUITqJojZSIuesPwFta68U2yR4BzldhjgB2VON8FLBXAN/y+i0F1UMm62Cj8wcKOUk5U+w0mG2+NtFjlolc1KTpYirdOYutQxXdquAUrGLxqjlX8fA7D7N47uKSlwGpa8P4QyZuQ+FxRRopMnFeEBxBMRXERwPPA68D0RL/X8AkAK31TZGGzI3AiYQVxBdorVP6A4ezFtNWAeyqxW/6h9i48j6fGcBjZH6+vP6fTLTH5bd7OUqLWS6CZpCuvi7beEvWCUcbI8nbPK7B3rl097PY93uY270kbiuIaCyapklIhwjpEC7lwmW4CJkhNDpBMZxtrGZbp0pdC1f/dS13vvwBt3z5UL70+5f51vF7c+ln9i1CDoUKRhTEZaCYdq//I81NjVi9vlGsPFQaVgrgXG1cpbKFZXN9q2vaaY+z1SELhcHUZkrbTyAUYH33+oR4/MW8X1DrrmXhEwtt73W6+1ns+y3xJDgFQ4UbHlaWrz+t/RMLZy7kpjU38fTGp7O2baWrd6WutSYQMvEYBkop3C4lc1IEwSEMm58Shyu52rhKZQvL5vrVaI2pNNLdN6t4/PbT32bjro1yrwUhQ+wsX/OnzueSpy9h/tT5se3ZlCWpd3PDH9K4jPBvqm7DkHVSBMEhSCPF4eRq4yqVLSzb61eSNaYaSXffgmbQcr/P7bM9RhCERFLVz/H1dHR7pmVJ6t3cCIZM3K5II8WlZOK8IDgEaaQ4nFxtXKWyhWV7/UqyxlQj6e6b23Bb7u8L9tkeIwhCIqnq5/h6Oro907Ik9W5uBEJmXE+KNFIEwSlII8Xh5GrjKpUtLJvrV6M1ptJId9+s4vEX837BhBET5F4LQobYWb6Wrl/KknlLWLp+aWx7NmVJ6t3cCJgatxH+OuRxGfilkSIIjqBodq9iUY3GmZhtyQxQa9SCDhEwA3gND4bLS3+oP8HeFTXDuA03A6GBmHHJbbjpD/bjcXnwGpHjCmB5sbWIuWsxTRO/WTFGJUcZZ8pFfLxZ2d/8QT9b+7fG4qq1thXDMBKOaalpYdvAtpghrKmmie3922PHtNS2sCuwKxZrTZ5Guvu78JtBvIabFl87hqtoXo/hhsRtBRAMBujqDxvwXJH6OGgGcSkXIR0iqIO4Vbg87QzsjJWNRm8jW/u3EggFcBtuvIYXrTRNNU10D3QPlqHIa9M0MTExtZmw3WFmO0fF7EW3r+Dtzbv46ekz+M79a5i1Rws3LDi4CDkUKhixe5UB+RZQAbgNN2Pqx2CGgqzf/g6Lnhk0K8Ubu+KfR00x5007j79s+Aufn/J5rlh2ha3pa0rTlJRWJzvKbRETCks6u5epTd7b+V7C/ps+fRP+kD9h25J5S2KGop8d/TMmNU0aYqj724a/cetbtw5JP65+HNfPXcLU5n2koSIMC4LBAO/sSLTiXTXnKpZ9tIyTppyUsD2+vFnZHRfPXcyaLWs4eMzBse3zJsxj4cyFQ86Ta71ebQRNjTtu4ryskyIIzkBqqQpiW19nrIECQ41d8c+jppgrll3Bl6d/OdZAsTpu0VOL6OrryskKU26LmFBY0tmBrPZv3LVxyLZ4Q9GM0TMsDXWn7XOaZfpNvZtY9MwlbOvrLN0/LghFpKt/qBXvymVXcto+pw3Zns6md+kzl3LcpOMStketYMnnybVerzZkToogOBNppFQQfhuzUryxK/n5pt5NuJQr7XEB09oils4KU26LmFBY0tmBrPb73L6UMRAyQ5b7XcplmT52TTOY/z8kCA4gYFN329XN0fJmZ3c0tZmwPVrXJ6fLtV6vNgJxdi+XS8mcFEFwCNJIqSC8NmaleGNX8vNx9eMI6VDa4zyGtUUsnRWm3BYxobCkswNZ7e8L9qWMAZfhstwf0iHL9LFrplisVBAqCY9N3W1XN0fLm53d0VBGwvZoXZ+cLtd6vdoIhDQuNdiTIuukCIIzkEZKBdHia+f6uYlmpXhjV/zzqCnm6jlXc9sbt3H1nKtTmr7afG05WWHKbRETCks6O5DV/gkjJgzZFm8oem3La5aGuoffedgyfXROSouvvXT/uCAUkbbaoVa8q+ZcxcPvPDxkezqb3uK5i3n2w2cTtketYMnnybVerzbCPSnhr0Nuw5DhXoLgEMTulQe52rDyumYoyLa+zogFKbXdS0V+GeoP9VPrqgWIWMEG0ybYvRLOnblhyc7u5SCTTKY4yjhTLtLZvaziHkjYFjMSRc4x1O7VzK5Aj9i9CoPErYOw+1yI2b10EJdyh+tnrWlVXnZoP360ZZ0ZXx7dKr3dK/m65ficygBHxexJv3yOOq+b/+8z+/LTx98mZGr+8q2ji5BDoYIRu1cZkG8BOWJltSqFNcVwuWlrGFv4E5smRufbtN2zALo/hKZJcPbdMGoaGKn/H0MZaddtESqDdHYvsL/fydvG1I+JnNSEjrWMTYqtmqTYKkpcC0IJSfW54HZ7GBON8UiZIFIm2uLr26TPj6jd0YrkMmdVLqV+Tk8gNGj38rgUfYFQmiMEQSgFGX+bVkq5lFLjlFKToo9iZszppLMgVRy7O2MfmED47z0LwtuFqqEocS2xJVQJGZcfKROOItHuJQpiQXAKGfWkKKW+BVwJbAGipVcDM4qUL8eTzoJUcQT9gx+YUbo/DG8XqoaixLXEllAlZFx+pEw4imDIjFsnRRTEguAUMu1J+U9gX631AVrrAyOPqm2gQHoLUsXh9oaH4cTTNCm8XagaihLXEltClZBx+ZEy4SgCIY0rMvTULQpiQXAMmTZSPgJ2pE1VRaSzIFUcde3hMdHRD87oGOk6MSxVE0WJa4ktoUrIuPxImXAUCeukGAaBUGUJhQRhuJJyuJdS6tLI03eBZ5RSjwID0f1a68VFzJujMZTB1Oap3HXKXeWzpoSC0LMZQgFweaBhDMQbkUwzPMY56A//QlfXbj8J3jDCkza/+mRm6eNwqD1GyIGM4jqbuAIwDMz2/dj21X8k2rtSHZN8DV8r9G3NOjYFoZQYymBq4xTuOvHWwVivbcPotSgv0frWNEGHQOtwzEu9W3KCph6ck+KSdVIEwSmkm5MyIvL3w8jDG3lAeE5KVVNWa0ooCFvegPvOGzQmnXkHjJ4ebqgk2WMysnUZBjSMziob5bKcCcUjZVznEFemNlm/I7UxLOU19j0Fjrs8MdYzNM8JQkmxsiSeeQc8ey2se3Ro7Na1Z19PI/VuoQnInBRBcCQpazOt9VVa66uAtdHncdveKk0WBUt6Ng9+aYPw3/vOC2+Hktljhp3lTEhNDnGVdYwkX2PmgqGxLiYkwYlYlY/7zgvHcPR1fOzmWE9LvVtYgnEKYlnMURCcQ6Y/uXw/w21CqQgFrO0woUD4eYnsMcPOciakJoe4yjpGkq/haxYTklAZ2JUPX3Pi62js5lhPS71bOLTWCcO9PC6FqSFkVv1gEUEoOykbKUqpk5RSNwDjlVLXxz1uBYIlyaFgjctjbYdxecLPS2SPGXaWMyE1OcRV1jGSfI2+7WJCEioDu/LRtz3xdTR2c6ynpd4tHNFJ8u6o3SvSWJHeFEEoP+l6UjYBK4H+yN/o4xHgs8XNmpCShjHhsc7xdpgz7whvh5LZY4ad5UxITQ5xlXWMJF9jzd1DY11MSIITsSofZ94RjuHo6/jYzbGelnq3cEQbI4MT58Nfi0RDLAjlR2mdvktTKeXRWgeyOrFStwCfAzq01tMt9s8FlgLvRTY9pLX+73TnnT17tl6xYkU2WRm+FNLulQfDyDKjinHSYRezOcRV1jEidq9skLh1EtnGbo71dIXXu46J2R27Axz03//g/CP34KTpY/nHm5v54wvvs/KKE2htqClGNoXKpCgxK6QmnYL4dSIWL6WG3p80CzreCtwI3J4izfNa68+lzeVww+5DKZMPq7g0preebS4XfqXxGi5aACN5PyZ+A7yYtPR3Y/h7weMDMwShDK+fJl9ltZwJaTFDQbb1dSbqf10pin66OLSwwA25Rm0bRv+22DmM2mbaBvrADIIRAk8AejsHG9j1oyEuPXXtQ01zWZrnBKGo2NaXgfA2MxgeFO3vHZwrCOG6d9cmTGCbYWAabkylMd0uvC4XLSqzyaJS7xYGf1JPissVHe4lc1IEodykUxBHGxDfiPy9I/L3XNIoiLXWzyml9sw5Z8MVO4Vr+37Q+XZqFWXcseZex7J+ztdY9Mx3BhWUc5cw1dWAcdspNvuvY+qbj2FMOhKWfj2z62eSL8GxmKEg67e/w6JnLkmMk+Z9rBsquSiGLa+xmKlP/gTj7b8OVQhbKYXPvANefxBevF5iTHA+duWkbW/oeDttrJuvP8j6A07iV+vu4Zxp53DlsitF9czarwAAIABJREFUJVwmgma4kTI4JyUy3EvWShGEspNOQfyB1voD4NNa68u11q9HHt8FPlOA6x+plHpVKfU3pdQBBTif87FTTvZsTq+ijDt22zHfjjVAIKKgfOYStml/iv3fYdvBCwYbKJlcP5N8CY5lW19nrPEAcXHSZ3P/clEMW17jUrYd8qVwgmSFsJVS+L7z4OAvZXxNQSgrtvV4Z0axvu3Q81n00lXMnzo/1kABUQmXg0Aw/HurK26dFJA5KYLgBDL9qUYppebEvTgqi2PtWAXsobU+CLgBeDjFxS9SSq1QSq3o7KzwLy52ykk7pXC8ijLuWL/htlZQGq7U+9HZXT+TfAlDcErM+s2gdRyYNnK+XBTDdteoi0ziTVYI2ymFI7GbyTWF4uCUuHU8duXEDGYU69H6udHbKCrhPMk3ZgOxnpTBFedB7F6C4AQybWj8O/BrpdT7SqkPgF8DF+ZzYa31Tq11T+T5Y4BHKWU5wFZrfbPWerbWenZ7e4UbfeyUk3ZK4XgVZdyxXjNoraA0Q6n3o7K7fib5EobglJj1Gm7rODBsRnrmohi2u8buyK/ByQphO6VwJHYzuaZQHJwSt47HrpwY7oxiPVo/7/DvEJVwnuQbs8GYgjiyTkpkuJc0UgSh/GTUSNFar4z0eBwEzNBaz9Rar8rnwkqpMSoyG18pdVgkL1vzOWdFYKecbBiTXkUZd2zL87/g+rnXJSoo5y6hRXlT7L+OltV3w/xfZ379TPIlOJYWXzvXz10yNE58NvcvF8Ww5TUW07LqrnCCZIWwlVL4zDtg9V0ZX1MQyoptPd6eUay3LL+d64+4kqXrl3LVnKtEJVxGYgpil/SkCILTSKkgVkqdq7W+Uyl1qdV+rfXiFMfeDcwF2oAtwJWAJ3LcTUqpbwJfI+w/6QMu1Vq/kC7DFafFtDLAQOHsXuYAfjNIrasWUwfxmwG8yk2LcoPhju33Gm5ajJqhdq/k58GB8HOXF9w1EOgLPzdcQ58PPxWsY7SYhSRfu5fpa2Wbv3tQdeptwkhSqppmKHwNHQzHn68VI8He1RYer28Gw782N7QnvR6VaPtK1mkLqRiWcesYMrUe1rZA7xYwPOE6VCnQGrQJyhh8bbjBDGK6PGzDDNu9MDG1mVIlXOHK4WQcE7OrP9zOF379At89cV9mTmxm7aYd/PjRt7j7P47gyCmtxcimUJmIgrgMpPsWUB/5OyLbE2utF6TZfyNhRfHwJZUpyUqnaqF2TZXGINwCNIMB1ne/w6JnLk20KzXtQ5s76Re5urjXVvmb/2t47R6YcXbmBjCxMDkaw+WmrWFsFgcMxpipTdZvX8+ipxYl2sGe/J+wuatpEpz7Z4xgP23xcXHmHfDstbDuUThyERx4emqbV3x6iSvBKaSz3UXr61AQtryR2ur1xdvhuZ/FYtw4+27aMoxxy3IoFrCCMGTFeZcM9xIEp5CudtuilBqltb7K6lGSHFYyOZiSciFsV7p0qF3JzuCUKn9Lvw5Hfis7A5hYmIYt2/q3xb4YQZwd7JA4E9f2d4fGxX3nhc1GELZ2pbN5xaeXuBKcQqZ1eM/m9Fav+8/POcYty6FYwApCMHmdFEOGewmCU0jXSDkXWK2UWq+Uui1i0RiyerxgQw6mpFzwaxu7krYxOKXLn+ES05cAgD/kT23uAvDUWceFrzn83C6ekm1e0fTR1xJXQrnJtA5PrhvtDHY5xrhtORQLWN5EVcPuZAWxrJMiCGUn3TopZ2itxxNeE+XvwAzgNqVUp1LqsVJksKLJwZSUC15lY1dSaUbz2eXPDInpSwDA6/KmNncBBHZbx0Xf9vBzu3hKtnlF00dfS1wJ5SbTOjy5brQz2OUY47blUCxgeRO1e8XWSYkM95J1UgSh/GRq93qP8Lomq4E1QAfgK2K+hgc5mJJyIWxXWjzUrmRncEqVv/m/hhdvyM4AJhamYUtLbQvXH3/9UDvYqjgTV/PkoXFx5h1hsxGErV3pbF7x6SWuBKeQaR3eMCa91euLt+cc45blUCxgBSE6rCvaOHHHhnvZS4UEQSgN6exe/wUcCbQD64CXIo/XtNYh2wOLSMUZZ9IZu0LB8HjmUCA8bMYMhJ9768OmrZj9aAy4PfaXCfrZ1teFX4fwKhctWoUnVKazcsVfP97oFW/9ytZAVrk4xjhTVBLuuYVJK53dy9OI0bsl8XhtQs+WFPau5NejoX/7YBz5WiHJGDaM4qrYVEfcFpt0Fi9UuE6OWbtCoFzhMhAKDLV41YyEgZ1x6bzh+hQdrmezjHGxe6Unl5h95NVNLLp7NT//4kGMb/KxrdfPN/60iv/9twNZcNik9CcQqgWxe5WBdHav84Fe4C/AC8DLWusdRc/VcCKVsSveCNMwCj71o/CE9b2OhUO/Cvedn2hDGnWAdUPFNDG63qHt6Z/A4RfDI99MtHX980fQ05H4PFdbVyYGMsG5JFuIorE1enq4oWJhM0qwEFnZjs59CPy74b5zre1eVjYvqziTuBLKRTqLV20LdLwZjunkOjbJ2sWpN8LLv4VjL0vcnqexzlAGbT7L9Y6FPAgEreekyMR5QSg/6eak7Ad8GlhBeM2TPyulXlFK/U4pdUEJ8je8iTfCzPn2oFHryG8NNlBg0H7Us9n6PFEDzcwFgx+e0eOWfj187uTnYuuqTpItRMmxlc5mZLV/+3uDDZT4c8abjJJtXhJngpNIF/fRcmNVxyZbux75Zvh1HjYvoXQEzaRGiksmzguCU0i7WprWehvwV6XU48As4FjgYuBC4I/Fzd4wJ94IE2+DsbMhmTa2rqiBJp1RJvm52LqqD7t7HgqEn6ezGVntT2f3ir5OtnlJnAlOIV3cm8HM6tj412Ksqwj8yRPnIz1dMidFEMpPyp4UpdSpSqlrlFLPE54s/3OgFfgOMKYE+RvexBth4m0wdjYkw6ZNGTXQpDPKJD8XW1f1YXfPXZFhhOlsRlb709m9oq+TbV4SZ4JTSBf3hjuzOjb+tRjrKoJgTEGcOHFeelIEofykGxz7FaATuBwYo7U+Rmv9Pa31Uq219FvnS7wRZtkvBo1aL94AZ94+1IbUYNMujBpo1twdHg+dbOta9ouhz8XWVZ0kW4iSYyudzchqf/NecOad9nYvK5uXxJngJNLFfbTcWNWxydauU28Mv87D5iWUjqiCODrMyzAUhpI5KYLgBFLavZzIsDPOBAPh8c5mENy1YUNMyB82wwR2D9qQvPXQv8PaxgSDxiYIm2XQ4KpJb/ca3raubHGMcaaoZGn3orYF4m1e9aOgtyN7u1dvl/01hXyojrgtNlnbvSI2Lzu7l6cOgn1hs5cOhbdJHRvFMTH7q6f/xc/+vo7bLzwMT0RD/OVbXuGCOXvy/ZP3L0Y2hcpE7F5lIOdvCUqpm7XWFxUyM1WHaULXuqFGGSvrVryZK97GFD1PtpauKGLrqj5cbmicYL8/PibsbGDJpi53Ldz5Bev4S2dOEgQnYFUXRmM32Zy47ylw3OVDy0W80S5Xg6JQUpIXc4Rwr4os5igI5SefWvK3BctFtWJnlLGybsWbuZJNX+nMNIKQK3Y2sGRT1/Z3szOCSXwKlYCdOXHmAutykWzzEoOi4wmETAwFhhpspHhchgz3EgQHkHMjRWu9spAZqUrsjDJ2BqZkM1e684hJRsgXu1hMNnV56oamSWUEk/gUKgE7c2Kmli8xKDqegGnGJs1HcRuKQLCyhsILwnAk5XAvpdRfANuSqrU+teA5qiaiRpn4D7F461by9mQzV7rziElGyBe7WEw2dQV2Jx5nZQST+BQqjWRzYjSGk1+Dtc3LrvxI7DuGQFDHJs1HcbuU9KQIggNI15Pyc+C6FA8hH+yMMlbWrXgzV7LpK52ZRhByxc4Glmzqap6cnRFM4lOoBOzMiWvuti4XyTYvMSg6nqBpJsxHgbCOWOakCEL5EbtXMcjGmJVsWvLUgb8XPL7wr9Uh/2CvSaDP3owklq5C4BjjTEnJ1uZVPxr6tyXGGqSOP4nPYlKdcZuOfGMuerxphi11yggbvNDgrgFfK/RtHTx/8msxKKbCMTH7/Yde4/E3NvPrL82Kbfveg6+x75gR3Hz+7EJnUahcxO5VBjKyeymlpgL/C0wDaqPbtdaTi5SvyiUbk5GVlSve4pWNBUYsXUIuJMernbUo3iYH1rGWKv4kPoVSkq9Rzur4U2+El38L8/5r8DzJMW0V4xL7jiYQ0kN7UmS4lyA4gkx/zvkj8BsgCMwDbgfuLFamKppsTEZWaeMtXmKBEYpNcgzaWYvibXKC4HTyNcpZHf/IN8PlQ+rlYUUgZOJ2JX4VchmKQKiyRpkIwnAk00aKT2v9T8LDwz7QWv8IOKV42apgsjEZ2aWNt3iJBUYoJskxaGctirfJCYLTydcol6pulnp5WBEImbhlToogOJJMGykDSikDWK+U+qZS6gtAQxHzVblEbTDx2Nlc7NLGW7zEAiMUk+QYjFqL4km2yQmC08mmHs7m+Gj5kHp52DAQMGMrzUeR4V6C4AwybaT8J1AHLAJmAecC5xcrUxVNNiYjq7TxFi+xwAjFJjkG7axF8TY5QXA6+RrlrI4/9cZw+ZB6eVjhD5l4khXEhiIQlEaKIJSbjCbOA3tqrZcDPcAFAEqpLwIv2x2glLoF+BzQobWebrFfAb8ETgZ2A1/RWq/KLvsOxDDCkyq/+mR6m0tyWpc3vEjeGbeKBUYoDVbxWtsCF/xt0OZlZZMTBCeTTT2cyfFKgXLB55dIvTzMGAhYLeZo0BMKlilHgiBEyfSbx/eB+zPYFs+twI2EJ9lbcRIwNfI4nPDE/MMzzI8ziFdLeuvDC9rl88VOAb4WqE/SVkYbL4E+UVsKQ0kXB8n7k1WptS3huDWDEFLhL2SNExKP79mSXrUqCE7CzqqVrH1Pp9geOT6xvu3ZAjoEWkv8DwP6gyG87qSJ8y6ZOC8ITiDdivMnEe7pGK+Uuj5u10jCpi9btNbPKaX2TJFkPnC7Di/U8pJSqkkpNVZr/UlGOS838YrKvY6FQ78K952fWtua6hzxmsz2/dKria3SZKPYFIYH6VSrmSqGn70W1j06NHatzp+cXuJOqBRCQdjyhn38W5WP+Pr26Z/A4ReHTV9S7w4L/EGThprEz2m3ofAHQ2XKkSAIUdLVqpuAFUA/sDLu8Qjw2TyvPR74KO71xsi2yiBeUXnktwYbKJC5ttVOk9mzOb2a2CqNqDGrj3Sq1UwVwzMXJL6Oxq7V+ZPTS9wJlULP5tTxb1U+4uvbmQsGGyjx+yX+K5aBoIknqSfFbRj4g9KTIgjlJmVPitb6VeBVpdSfImknaa3XlSRncSilLgIuApg0aVKa1CUiXlFpuHLTttppLkOB9GpiuzSixnQEJYvZdKrVTBXD0diKvo7GbjpNdvL1hIrGkXVtIUlXt6ZScMcriJP3S/yXjXxjdiAQwpOkIK5xG/RLT4oglJ1M+6dPBNYAjwMopWYqpR7J89ofAxPjXk+IbBuC1vpmrfVsrfXs9naHWFXiFZVmKDdtq53m0uVJrya2SyNqTEdQsphNp1rNVDEcja3o62jsptNkJ19PqGgcWdcWknR1ayoFd7yCOHm/xH/ZyDdmw3avxK9CtR6D3QMhwqPRBUEoF5k2Un4EHAZ0A2it1wB75XntR4DzVZgjgB0VMx8FEhWVL94AZ96evbbVTpPZMCa9mtgqjagxq490qtVMFcNr7k58HY1dq/Mnp5e4EyqFhjGp49+qfMTXt2vuDquIpd4dNlgN96rxuAhpLQs6CkKZUZn8UqCUeklrfYRSarXW+uDItte01jNSHHM3MBdoA7YAVwIeAK31TREF8Y2Ee2l2AxdorVeky8vs2bP1ihVpk5WGQti97MxMYvcqByp9kuwpeswWwu7Vu8U+dtMdL3FXbiozbstFtnav5PrWNMXulT+Oidl9rvgbn502mnMO3yO27fE3PuG2Fz9g9Q8+TXO99JIJQJFiVkhNpo7cN5VS5wAupdRUwos6vpDqAK31gjT7NfCNDK/vTIYoLlsKcI4027NNIwx/0sWB1f7k1/HK4VyOF4RKweUeGu/Jr3Otk4WKQmuN36YnBaDXH5RGiiCUkUx//vkWcAAwAPwJ2AF8u1iZEgRBEARBKCbR4VxD5qS4w42U3X6ZPC8I5STdOim1wEJgb+B14EittSzDKgiCIAhCRTMQjDRSjKET50EaKYJQbtL1pNwGzCbcQDkJ+HnRcyQIgiAIglBk/NFGijtxukFtZLjX7gH5TVYQykm6OSnTtNYHAiil/gC8UvwsCYIgCIIgFBe7npSayByVXulJEYSykq4nJbYaoQzzEgRBEARhuDAQCDdCkifOx3pS/PK1RxDKSbqelIOUUjsjzxXgi7xWhAVdI4uaO0EQBEEQhCIQmzhv2Az3kp4UQSgrKRspWmtXqTIiCIIgCIJQKvoijZAaj/XE+V39gSHHCIJQOmQFKkEQBEEQqo7egXAjJaocjuLzuPC6DLp6/OXIliAIEaSRIgiCIAhC1dEbmXMSXbwxilKKxjoPXbsGypEtQRAiSCNFEARBEISqIzoxvtYz9KtQk89DZ480UgShnEgjRRAEQRCEqiM23MszdPrtSJ+HDulJEYSyIo0UQRAEQRCqjmhPis+ikdLk89ApjRRBKCvSSBEEQRAEoeroifSkeN1Dvwq1jahhW6+fHX0VbvjatRnefQZ2byt3TgQha6SRIgiCIAhC1bF7IEitx8BQasi+yW31ALzx8Y5SZ6twvHAjLJkOt8+HxfvB0z8BU9Z+ESoHaaQIgiAIglB19PpDQ/TDUSa3NQCw5qPuUmapcLz+APzj/8GE2XDCVTDxCHj2p/Dgv0tDRagY0q04LwiCIAiCMOzY7Q/i81o3Uhpq3Uxs9vHihq18Y97eJc5ZnvRth799F9r2geO+B4YLxh0CLXvByluhfhScfG25cykIaZFGSoEwTc3WXj/+YAiv20VrvRfDGNqFLAhC/kh5qzzknglOo3cgRI3FfJQoB4xr5Jl1HfiDpuW8Fcey7HrYvRWOvyLcQAFQCqafEW7AvPJbmHQ4TD+9vPkUhDRII6UAmKZm3ZZd/MftK9i4vY8JzT5+d/5s9h09Qj6EBaHASHmrPOSeCU5kR5/fticFYO9RDTz+5mbe7ephvzEjS5izPBjogRV/gD2OhFaLHqBZF0DnOnj0O7DnsdDQXvo8CkKGVNBPA85la68/9uELsHF7H/9x+wq29vrLnDNBGH5Ieas85J4JTqSrx0+jz2O7f1JLHQBvf7Irtm17r59gyCx63nLm1buhfwcc8G/W+w03HPWfMLAL/nFFafMmCFkijZQC4A+GYh++UTZu78MflMlpglBopLxVHnLPBCeytWeARp/Xdv/YplrchuKtzTsB2LyjnyOv+SeX3remVFnMntV3QstkaN/PPk3TRJh2Grx2L2x+vXR5E4QskUZKAfC6XUxo9iVsm9Dsw2tjDREEIXekvFUecs8EpzEQDLGzP8jIWvtR727DYFxTLRs6egD459tb6A+YPPLqJwSc2JvS8TZ8sgYmH58+7fQzwFsPT11d/HwJQo5II6UAtNZ7+d35s2MfwtHx1q319r/QCIKQG1LeKg+5Z4LT2NoTHmrYWGc/3AtgTKOPDZ29AKzdtDO2/cNtu4uXuVx57R5QLph8XPq0NQ2w/6nwzuPhOSqC4ECKOnFeKXUi8EvABfxea31N0v6vAD8DPo5sulFr/fti5qkYGIZi39Ej+PPX54i5RhCKjJS3ykPumeA0Yo2UFHNSAMY1+lj5wXb8QZP1W3pi2z/e3seU9oai5jErzBC8ei+MOxh8zZkds98p8MYD8OKv4NTri5s/QciBovWkKKVcwK+Ak4BpwAKl1DSLpPdqrWdGHhXXQIliGIr2ETWMb66jtd7L1l4/H2/fTeeuAUxTlzt7glBRmKamc9eAbRmKL2/tI2rky24FEL1nYxvDvSmf7OiT+lEoGx93h3tCWupS9+aNa6olZGo+2NrLOx27OGhCI8CQOVZl5/3nYdcmmJLBUK8otY2w13Hw+v1hK5ggOIxi9qQcBvxLa/0ugFLqHmA+sLaI1yw7otoUhPyQMjR8kXsrOIXoEK5xTb6U6aL7X3l/G927A5xyYCNvbNrJxu0OG+716r3gqYeJh2d33N4nwL+egLf+AjMXFCdvgpAjxZyTMh74KO71xsi2ZE5XSr2mlHpAKTWxiPkpCaLaFIT8kDI0fJF7KziFf3X00NbgpdaTWt4wLtLz9/gbm4Gwlri13sumbgf1pAz0wNqHYc854K7J7thR02DEWFhzV3HyJgh5UO6J838B9tRazwCeAG6zSqSUukgptUIptaKzs7OkGcwWUW0KUFkx6zSkDJWPYset3Fuh0OQas+s7dsWGHqbC5w3Pn3p+fRcAe7TW01TnobNnIOc8F5w3H4LAbtj709kfq1R4iNj7z0P3h4XPmyDkQTEbKR8D8T0jExicIA+A1nqr1jpa0n8PzLI6kdb6Zq31bK317PZ2Z6+OKqpNASorZp2GlKHyUey4lXsrFJpcYtY0NRs6ehjfnL6RAjC2sRaA1gYvjT4PjT4PHTsd1EhZdTs0TUq9NkoqJs8L/33zzzkdvjuwmyc+eILFKxZz3YrruOutu3i3+93c8iIIcRSzkbIcmKqU2ksp5QXOBh6JT6CUGhv38lTgrSLmpySIalMQ8kPK0PBF7q3gBDZu76MvYA5pMNsxqbUegMlt4b+NPi9dTulJ2bIWNi4P96KoHOd1jRgDrXvD2kfSp03ihY9f4OSHTubSZy7ljrfu4K637uKaV65h/tL5nP3Xs/nz+j/TH+zPLV9C1VO0ifNa66BS6pvA3wkriG/RWr+plPpvYIXW+hFgkVLqVCAIbAO+Uqz8FBvT1Gzt9eMPhhg1wst9Fx9JIGTiNhSjGhLtQ4FAiI6eAYKmju33JI2LjT+f6DqFasJKV9tU62bzzn4CIROPy2BUQw1ut/1vLMnlp9nnYXtfIOF8nb3+jM+XCVJmwyS/D401Ljp7/bH6rrnOw70XHYGhQKNoj9gQq/19E0rHO1t2ATCxuS6j9J+dNpquXQPMnzkOCGuLt+8OxOqPsrLiD2C4s7N6WTHpKFh9O+zcBCPHZXTIPW/fw09e/gnjG8Zz2ezLmNo8FbfhpnN3J692vsozG5/hhy/8kMUrF3PWvmdx9n5n0+Zryy+fQlVR1HVStNaPAY8lbfth3PPvA98vZh5KQbyxpr2hhstP3JfLHngtZq+56dxZ7Dd6BG63QSAQ4u2OHr5258rY/t+cO4v9RjXEGipiwBGqnaiuFiAYNHl7yy4WxpWZ+DKVTHL5+cy0USz61D4Jx//m3Fnc8M93+MfajrTnywQps2GS34eLj9mTz82ckFDf/fT0Gdz2wnt8+ai9eG7dFj4/c0LCvanG900oLe90hBsp49OYvaKMGlnLJZ/eJ/a6KbIA5NYeP2MiQ8HKwq4tsOqOcAOltjG/c+1xZLiR8vajcNh/pE3+1IdP8ZOXf8JB7Qdx8YyLqYmbsN9e184Je5zApyZ9ire3vc0THzzBza/dzC1v3MLJe53MWfuexfS26ahce36EqqHcE+eHBfHGmoVzp8QaKBDuVl5450o6Il3DHT0DsQ/s6P6vxe1PPl80jRhwhGqlo2cg9iUWhpapZJLLz+mzJg45/mt3ruT0WRMzOl8mSJkNk/w+nDF70pD67rsPvsbpsyby3Qdf44zZk4bcm2p834TS8l5nL811HuprcvudtimyAGTnrjIP+Xr+52AGYPoZ+Z+rcSI0TspoyNdHuz7ie89/j70a9+LigxIbKPEopdi/dX8WHbKI/zn6fzh6/NE8/v7jnPPYOZz44In8fPnPWb55OQEzkH/+hWFJUXtSqoV4Y02Tz2NprwmGTACCprbeH7egmRhwBGGQQMhMWaaSSS4/dmWyKW6l6VTnywQps2GS3weXoWzf+43b+2z3V9v7JpSWTd19tDVkqeqNI9qT0tnTD+TZg5ErG1fCK7+DfU/OeHhWWiYdGV6Bvncr1LdaJjG1yQ+W/QCArx/0dWpcmb2PY+rHcN608zh96ums6ljFK5tf4c637uS2tbfR4GngqHFHceyEYzl6/NG0+qyvLVQf0pNSAOKNNd19AUt7jTsybtVtKOv9cUMbxIAjCIN4XEbKMpVMcvmxK5PdfYGE13bnywQps2GS34eQqW3f+wnNPtv91fa+CaVlY3cfrQ25yxoafeFjy9aTsmsL3P9lqGuFQ84v3Hn3OBJ0CNY9ZpvkofUPsXLLSs7a9yxafC1ZX6LOU8fR44/m0lmXcv3x1/ONmd9g5qiZvPzJy1yx7Arm3TePcx87l2UfL8vnPxGGCdJIKQDxxpqbntnAz86YkWCvuencWYyK/GozqqGG35w7K2H/b+L2J58vmkYMOEK1MqqhhpuSysxNSWUmnuTy8+DKj4Yc/5tzZ/Hgyo8yOl8mSJkNk/w+PLDiwyH13U9Pn8GDKz/ip6fP4IEVHw65N9X4vgmlQ2vNJ939tNbnXt4byznca8tauOWz0NsJ8/4feOsLd+6WKdAwGt6yHvLV4+/hhtU3sE/zPhwz/pi8L+dz+5g1ehYXTr+Q6+Zexw+P+CHzp8xnU88mFj65kEuevoSd/p15X0eoXJTWOn0qBzF79my9YsWKopw73krjcRu4DUWfP9E4Y2fwCQZNOnoGCIRMfB4XQVPH7F7t9V683sGRdZnYveLPVyj7kJCWosziK2bM5kI5LFT5XjO5zLTVednaF7AtH+kMU9HjgyETd+XbvRwVt9F7pRRoDabWGEphKDB1eAhYyNQRW2q4fuzuD4rdq7ooW8x29Qww++on+fKRe3Di9LEp06biq7cv54uzJvKjUw/I+RxZ8+q98Nf/BE8dHPc9GLV/4a+x/PfhyfOXbxgyGf+Xq37J71//PT844gfs1bgdbgGIAAAcVElEQVRX4a8dIWgG+fv7f+fhfz3M2Pqx3PyZm5k4YmL6A4uLVEplQOakRLCy8/zsjBlc+/g6Ov//9u48uo363P/4+5Esx0t2ZyH7TkLI7hAIe6ClFCjQS2jgVy60lwO/QNnuuYVS+LVw295SCuU0oRR6gdCwFNIGKBTKUkJogKRAdrKSkH3D2RM7XqXn94dGjixLtmxLmpH9vM7JiTWa0Twefb/f8Ugznymt5MlrJzKse3s27C2tl+ATb3r0srHJQYGAnz4NRB+GQhp3PZZ4Y1rKjRSqlq4zFFI27itrMDEqto+1JB2suaLX2VbV1IRYX1LKzHlfcN3pg/jRy8dTDiOpXredfyIzo5LVbGwzmbT7UPieHUUt+OYUoHN+bua+SVGFt++GT56AnqPg7LugoOmnWiVlwBmw5q/wxbsw5sraybtKd/Hs6meZ3HtyWg9QAHJ8OVw8+GKGdx3OzKUzufata3nmG88wsNPAtK7XeI99NO+Il85z59yVTD93SG3iTElpZdwEn3jTo5dtanKQJQWZdHGjbbV0nckkRjXUx5qaDmaaL7KtI+ld8VK9psckq9nYZjJp56Fwm2zJhfMQPuUrYwcp790XPkA56VK44H/Sd4AC0H14+FqXta/VmTxz2UwU5YqhV6Rv3TGGdh7KXafcRVWwiunvTWdf+b6Mrdt4gx2kOBKl80QSgHYcLG8wZaixZZuSHGRJQSZd3GhbLV1nsolRifpYU9PBTPNFtnVDiWrxktVsbDOZsvtwuF12beF1T53yA5QczcCd1L94Bz6eASdeCKfcAL40h0qID/qdBhv+AVVlAKzZv4Y3N73JBQMvaNbF8i3Rt0Nfbh1/K3uP7eWO+XdQHbS44rbEDlIcidJ5IglAfbvkN5gy1NiyTUkOsqQgky5utK2WrjPZxKhEfayp6WCm+SLbuqFEtXjJaja2mUzZc6SCHJ/QMa9lZ7t3KgiwN93fxlaVwd9uhy4DYdKNkKmbHw44A2oqYON7qCq/WfwbOuR24JsDv5mZ9ccY0nkI/zH6P1ixdwUzls5wpQbjDttLO+Kl8zw0dQxPfPBl7XnTPdq3i5vgE2969LJNTQ6ypCCTLm60rZauM5nEqIb6WFPTwUzzRbZ1JL0rXqrXEzHJaja2mUzac7iCova5Lb7beef8AGWVQY5V1aSosjgW/g6O7oZTbwJ/BvtIz5OhXUdY8zof7fyIT/d8yrcGf4uCQOJradNt0gmTmNJvCrPXzGb+tvmu1WEyq82ne0WnBgX8PtrlCBXVIfICPiqrQ1SHlIBPCOT4OFYVpH2en4qqUHj+qOmd8v2UVR6fnuP3UV4dJMcn4deqCaEKCuQ6n+CWVwdp385PZY3WSylKJmnMpJynUpLSJRMpVLHr6JjrZ9+x4+laRfm57C9v+PHR6mDt8h0C/kbnP1BxPO2rW0GAfceOPy7KD9RZf2yiXjLbxMX0rsa40m5jt0fnvBz2llVRmCuUVobH0IrqUO029/kgFKI25asg10d5tVq6V9vk2lg77Q+LOFxezX3falkq1z+/KOGJf25iwZ1T6F+Uhj/eK4/CIyPDF8pPuSf1r9+YhTMJbv2YqSNP4Uh1Kb844xfk+NzNWqoOVvPLT3/JwYqDvHzpy5xQeEImV2+DkgvadLpXdXWQdSWldVKCHr+mmGFFhWzYX1Zn+kNTx/Dq0p18e0If7py7ku7t23HXhcO5c+5KTh9cxDWTB3DzC0vjpnvN+t5EjpTXcMec5XWeX7z5AOeM6FFnuejUoe4d2rmSxmRat3SnUMW22XhpXI9fU8yjTsLT/ZeMoHhQt9rnLxjZg1vPPzHh/Ikev7F8B3/4cEtSy0f3oWT6mPXDumK3R2SbL9m8j+JB3Xhj+Q4uHtunztgWSfe67vRBzF64mVvPP5GDpeUcaJ9fJ3mtLW9Xk367D1fQJ+ZUxOaovaFjaWV6DlKWPQ+VR2BU5i5Ur2PI+by8ZyEbD29i+tjprh+gAAT8AaaPmc79i+7nno/u4akLnsIndkJQa9am392S0sp6KUE3Pb+E/eVV9abfOXclN5w9mDvnhhNrpp87pPbnG84eXLszjp4/ku6182BF7QFK9POXTehbb7nY1CFL+jLZJpk0rpuiEp7OG9mrzvNXFPdrcP5Ej6dO7J/08tF9KJk+Zv2wrtjtEdnmkfdy6sT+9ca2SLpX5P+bnl/CkB4d6yWvteXtatJLVfnqSAVdC1p+6lTngjTe0DFYA4segx4nh9O2XLCvcx9+27ULE4J+Tul5iis1xNOzsCdXj7iaz/Z8xuzVs90ux6RZmz5IqQlp/NSfBNOjU4Wi02sSpQ1FEmwKcv1xn1dNsP6o1CFL+jLZJtk0rkj/CMX0g4aSoRp67Hc+eU92+UgfSqaPWT+sK3Z7RLZ55L1s6D2P/j/RWNtWt6tJr0PHqqmsCbU42Qui7jqfjovn170Bh7fDyMtS/9pJUFUe+HIuFT4f9+/eTv7Bra7UkchZfc6iuGcxM5fNZM3+NW6XY9KoTR+k5PgkfupPgunRqULR6TWJ0oYiCTbHqoJxnxdJsP6o1CFL+jLZJtk0rkj/8MX0g4aSoRp6HAxpk5aP9KFk+pj1w7pit0dkm0fey4be8+j/E421bXW7mvTacyQcGZyKg5SOeQH8PmHXofLGZ26qhY9Ch17Q79TUv3YSXtmzkHf3LeXybsUMCELPVX91pY5ERITrRl5Hx9yO/GjBjzhWfcztkkyatOmDlB7t29VLCXr8mmKK8nPrTX9o6hieXLCJh6aGE2ue+ODL2p+fXLCJ3393QsJ0rz5d8vjttHH1nn9t6Y56y8WmDlnSl8k2yaRxPR6V8PT+mt11nn95yfYG50/0eO7ibUkvH92Hkulj1g/rit0ekW0eeS/nLt5Wb2yLpHtF/n/8mmK+LDlSL3mtLW9Xk16pPEjx+4RenfLY8FVpi1+rjm2fwM7F4W9R0n1PlDhWH93KA1/+mZHt+/ONXmewr99Euq17m0CZt26k2D63PdePup6tR7by8OKH3S7HpEmbTfeKJNMISmVNqF7qT2zqV45fqKgKkp/rp7omnPpVmOunyvk5P+CnJnQ8pStHoLwmRMAn5Ob4qArWT/eqqA5S6KR71QRD5ESle8Wr1dJv0q5NpHtlQmybTSadq6XpXtGPuxXksr+8urZfNZYgFa+PAXWmdckPcLC82ov90PV0LxEhLyCUVx1P9Qr4heqgEgwp/uh0L+f/wnY+qoPi5e1q0seVNvvip9v48Suf8+jV41t8x3mAGfO+YOehcj6867wWv1atOdfApg/gimcgkJe6103C1vIS/n35w/jFx71DptEpUEi7sv2MnvcAJSMvYdtZt2W0nmT8Zf1feGvLW8yYMoPz+qfwfajPBiUXuB/X4IJkknoCAT99uhQkXC463SteMley60lGutOYjEm16DZbUxNi3VdH6yQ4RadxJeoXeTE3W+uT4HGy/ax7IPGnkrF9zNK8GufzCUWFuXG309BuhawvKa3znkfSvW47/8Q64yRg45vJiB0Hj+GT4xe9t1T/roX8a9MBDpZV0SUV3/7t2whr34DRV2b8AGX10a3cvOoxakJB7hx6BZ0ChQBUFhZRMnAyPda8wd6Rl1BeNDijdTXm28O+zdoDa7lv4X2M7jaa7gXd3S7JpFCbPN2ruUk90ctFp3tFXsOSuYypr6S0sl6CU3QaV0v7RTr6mfXd5CTaTvHe80iqV+w4aUymbNl/jB4d88jxpeZPnzF9OwHw/rqSlLweC2eAPwAnfSs1r5cEVeXPuxZw3YpH8OHj7iFXckK7LnXm2TniQmoCBQx6/9dI0FtjYI4vhxvG3MCx6mPc+9G9hDTU+EIma7TJg5TmJvVEL5coQciSuYypqzoYSpiWF/24uf0iHf3M+m5yEm2nRKldtaleQftDwmTe1n1l9OyYum/tBnUrpGfHdjz54SaqalrYpo/shhUvwdCvQX6XxudPgbWl2/neikf4+caXGFbQm3uHTqNXXtd68wVzC9ky7jsU7t9I/48eA49dJtCrsBdXjbiKRbsXMWPpDLfLMSnUJg9SmpvUE71cogQhS+Yypq6A35cwLS/6cXP7RTr6mfXd5CTaTolSu2pTvfxtctdjXKSqbNl/jJ4dUncalU+E7546gHV7jnL3KyuJXOP7xVdHeXvVHqqbcjC+4NcQCsLJ/5ay+hLZVl7CvetmM23pr9hQtovr+pzPHYMurz3FK55DvUaxe9h59Fj7Jn0/ecpzByrn9D2Hc/udy6xVs3hh7Qtul2NSpE3uKZqb1BO9XHS6V+Q1LJnLmPp6tG9XL8EpOo2rpf0iHf3M+m5yEm2neO95JNUrdpw0JhN2HCyntLKGfl1Te3f4UwZ25crivryydCcPvLWOP368mYtmfMj055dw0/NLSCqc6Ks1sOSPMPwi6HBCSuuLtr18Hz9Z/xyXfvYz3tq7hAu6jeeBEddxTtFofNL4tXY7TrqYkoGT6bV8DoPnPYCvOg3xy80kIlxz0jWM7zGeBz99kFc3vOp2SSYF0pruJSIXAjMAP/CUqv4q5vl2wLNAMbAfmKaqWxp6zVSnezU1USZ6ubxcH1XV4UQvS+ZqFSzdK01qakLhtLwk07aaKh39LIv6rqvtNtF2in7P/T7BJ6BI3HHStDkZb7NvrtzND/60lF9cPooh3dundL2qytMfbWaec23K2H6dGFhUyGvLd/GbK8dyRXHfxAvXVMHTX4MDm+HyxyGvU0prA9hevpentr/Da1/9Cx/COUWjuaj7KXRu4JuThFTp9cV79Fn3NpUdTmDzeXdR2mt0ymturqpgFY8ue5TV+1dzy7hbuGHMDfgkJeONJwf/1i5t6V4i4gceA74O7AA+E5HXVTX69qDXAwdVdaiIXAU8CExLV03RmpuY1dTlLJnLGMjJ8dG7c93TfxpK22qqdPQz67vJSbSd4r3nxrhl8dYD5PiE/in+JgXCn+Jff+YgJvTvQlCV4gHha0rW7DrCA2+t5YKTe9IhL06imCr8/YewewWce09KD1BUlRVHNjF75zzm7VuBX3yc23UMF/WYSJdACw7SRNg9/OscLRrMoGUvcdJr/8n+oeexY9L3qerYK2X1N1euP5fbJ9zOrFWz+N3y37GsZBk/nfxTerfv7XZpphnSGUE8CdioqpsAROQl4DIg+iDlMuB+5+e5wO9ERDTbbt5ijDHGGE8KhZR3Vu9hTN9OBNJ0PZSIMGFA3Qverzt9ID/56ypmztvAvRePrLtAVRm8+V+w4kUY/R0YcHqLa1BVNpd/xfz9K/nbV5/w5bHdFPrzuKjHRM4rGtuyg5MYpd2GsHrKD+n1xXv03LSALpsWcHDIOXw16jLKepwESZw+li45vhxuGH0DwzoPY876OVz610u5avhVTBsxjX4d+rlWl2m6dB6k9AG2Rz3eAZyaaB5VrRGRw0AR4K1bmxpjjDEm66gqj//zS3YdquDK4sz+gTqke3umjOjBMx9vYUDXAsZ2KmWY7CBv5yew7Fko2w9jr4ax/yfha6gqQUIENURNKEiNhqjWGo7UlHGwuoy9lYf48tgevjy2m8+PbmFP5UEAhhX05to+5zO5ywja+VJzX5hYoZx27Bx5MSWDzqDXxvl02/wxRRvmUVnYncMDTqWs2zAquvSnJq8TwdxCQjm5SLCaUCCfUCC937KKCFP6T2FM9zG8vOFlnlv7HLPXzGZIpyFM7j2ZYV2G0b9Df7rmdaVDbgcKA4W087fD77NwFC/Jips5isiNwI0A/fv3d7kaYxpnbdZkI2u3Jts01mbX7TnKw++u57TBXTl/RA8kw5/w33jWYEqOVPDIa4tYmjc9PFH80LcYvvbf0PPkBpf/07Z3+dX65xucx4fQM68rAwt7c0nvMxnTaQg92mUmxhiA/C7smzSIA+OvpuP2z+iwawVFG+bRY80bcWfffdbtHBiXkTP7KQgUcEfxHewv38/CXQtZuXclc9bPoTpUXW/eoZ2H8upldsG9l6TtwnkRmQzcr6rfcB7/GEBVH4ia5x1nnkUikgPsAbo3dLqXiOwFtiZZRjfaxrcybeH3zMTvuE9VL0z1izaxzbZENrQDr9fo9fqgfo3Z3m5jef09sPpaphuwzoU26/Xt0pBsrh2yu/5I7WkZZ03D0vlNymfAMBEZBOwErgJiv9N8HbgOWARMBd5v7HoUVe2ebAEislhVJzap6izUFn7PbP4dm9JmWyIbtpHXa/R6fZC5GjPVbmN5/T2w+lrGqS8tf+w11Ga9vl0aks21Q3bXn821twZpO0hxrjG5BXiHcATxLFVdLSI/Axar6uvA08BzIrIROED4QMYYY4wxxhjThqX1mhRV/Tvw95hpP436uQK4Mp01GGOMMcYYY7JLa7+j1v+6XUCGtIXfsy38ji2VDdvI6zV6vT7Ijhpbwuu/n9XXMm7V5/Xt0pBsrh2yu/5srj3rpfWO88YYY4wxxhjTVK39mxRjjDHGGGNMlmm1Byki4heRZSISP6i7FRCRziIyV0TWichaJ/a51RGR/xSR1SKySkReFJE8t2vyChHpJyLzRWSNs41ud7umWCKSJyKfisgKp8b/drumRLw+bojIFhH5XESWi8hit+tJpSxpy55tH17fH7g5jovIhSKyXkQ2isjdmVpvS4nILBEpEZFVbtfSVNnQnxPJpn1Wa9dqD1KA24G1bheRZjOAt1V1BDCWVvj7ikgf4DZgoqqOIpwUZylwx9UA/6WqI4HTgB+IyEiXa4pVCZynqmOBccCFInKayzUlkg3jxhRVHdcKYzGzoS17uX14dn/g5jguIn7gMeCbwEjgag+2q0T+CGTrvTmyoT8nkk37rFatVR6kiEhf4GLgKbdrSRcR6QScTTjGGVWtUtVD7laVNjlAvnPDzwJgl8v1eIaq7lbVpc7PRwn/YdLH3arq0rBS52HA+ee5i+HawrjhZV5vy15uH1myP3BrHJ8EbFTVTapaBbwEXJahdbeIqi4gfHuGrOP1/tyQbNlntQWt8iAF+C1wFxByu5A0GgTsBZ5xTj94SkQK3S4q1VR1J/AwsA3YDRxW1XfdrcqbRGQgMB74xN1K6nNOk1kOlAD/UFXP1Uh2jBsKvCsiS0TkRreLSRePtmUvtw9P7w9cHsf7ANujHu8gS/5Ybi082p8blCX7rFav1R2kiMglQImqLnG7ljTLASYAj6vqeKAMyJpzbZMlIl0If+o1COgNFIrINe5W5T0i0h54GbhDVY+4XU8sVQ2q6jigLzBJREa5XVO0LBo3zlTVCYRPXfmBiJztdkGp5sW2nAXtw9P7AxvH2y4v9udkeH2f1Va0uoMU4AzgUhHZQvhr3fNE5Hl3S0qLHcCOqKP7uYR3Uq3N14DNqrpXVauBV4DTXa7JU0QkQHgn8IKqvuJ2PQ1xTkGZj/fOs86KccP5RBpVLQFeJXwqS6vh4bbs9fbh9f2Bm+P4TqBf1OO+zjSTZh7uz0nz8D6rTWh1Bymq+mNV7auqAwlfmPe+qra6T2xUdQ+wXUSGO5POB9a4WFK6bANOE5ECERHCv6dnLgh1m7NNngbWquojbtcTj4h0F5HOzs/5wNeBde5WVVc2jBsiUigiHSI/AxcAWZf6k4iX27LX20cW7A/cHMc/A4aJyCARySX8/r2eoXW3WV7uz43Jhn1WW5HjdgGmRW4FXnAG3k3A912uJ+VU9RMRmQssJZwWsgy7A2y0M4B/Bz53zp8FuEdV/+5iTbF6AbOdlB0f8GdV9VyEaxboCbwa3veTA/xJVd92t6SUyoa27GWe3R+4OY6rao2I3AK8QzhVbJaqrs7EultKRF4EzgW6icgO4D5VfdrdqpKWzf3Z9lkeYXecN8YYY4wxxnhKqzvdyxhjjDHGGJPd7CDFGGOMMcYY4yl2kGKMMcYYY4zxFDtIMcYYY4wxxniKHaQYY4wxxhhjPMUOUjJARO4VkdUislJElovIqSl87XNFpF40nogMFJG03kNBRO7J5PqMO1xqv6+KyOVRj9eLyP+LevyyiPybiEwXkWvjLF/bHkVknIhcFPXc/SLyw1T9DsY7RCTotNFVIvIXESloYN467aKB+WyMNRmR4fZrY6zxPDtISTMRmQxcAkxQ1TGE77y73d2qUuaexmcx2czF9vsxzh2pRaQIKAMmRz0/GVioqk+o6rONvNY4oNGduWkVylV1nKqOAqqA6Q3Mmw3twsbYtiWT7dfGWON5dpCSfr2AfapaCaCq+1R1l4gUi8g/RWSJiLwjIr0AROQDEZkR9WnKJGf6JBFZJCLLRGRh1J2Fm6SR9T4oIp+KyBcicpYzvUBE/iwia5xPXj4RkYki8isg36nzBefl/SLypPOp+7sSvlOryW5utd+FODtQ5/+/Ad0lbBDhnfme6E/snJpWiMgK4AfOtFzgZ8A0p6ZpzmuOdGrdJCK3pWxrGS/5EBgqIoUiMssZ25aJyGXx2oWNscZj0t1+bYw1nmcHKen3LtDP2Sn9XkTOEZEA8CgwVVWLgVnA/0QtU6Cq44CbnecA1gFnqep44KfAL5taSBLrzVHVScAdwH3OtJuBg6o6EvgJUAygqndz/FOf7zrzDgMeU9WTgUPAFU2t0XiOW+13CTDK2QGeDiwC1gMnOY8XxlnmGeBWVR0bmaCqVc765jhtdY7z1AjgG8Ak4D7ndzKthIjkAN8EPgfuBd53xrYpwENAgPrtwsZY4wkZar82xhrPy3G7gNZOVUtFpBg4i/AAMwf4BTAK+IeIAPiB3VGLvegsu0BEOopIZ6ADMFtEhgFKeJBqquGNrPcV5/8lwEDn5zOBGU49q0RkZQOvv1lVl8d5DZOl3Gq/qlopIquBCcBpwK+BwYR3nuMJn6pQy1lHZ1Vd4Ex6jvBOPpE3nW+HKkWkBOgJ7GioJpMV8kUkMgZ9CDxN+I+tS+X4OfJ5QP84y3bCxljjroy1XxtjTTawg5QMUNUg8AHwgYh8Tvhr0tWqOjnRInEe/xyYr6rfFpGBzus1lTSy3krn/yDNaxuVUT8HATsVoRVwsf1+DJwNdFDVgyLyL+AWwjvQPzTx14gV21ZtLGwdyp1v8WpJ+GjhClVdHzM9NgDCxljjtky3XxtjjafZ6V5pJiLDnU82IsYBawmf+znZmScgIidHzTPNmX4mcFhVDxP+lGSn8/z3mlnO+kbWG8/HwHec+UcCo6Oeq7avcFs3l9vvQuD/AiucxysJf+LXH6iTcqSqh4BDzjoBvhv19FHC3+SYtukd4Fbnjz1EZLwzPbZd2BhrvCid7dfGWONpdpCSfu0JfwW7xvkafyTh8zenAg86F6At5/gFbAAVIrIMeAK43pn2a+ABZ3rcTyQkfLHlU1GThovIjsg/4LJG1hvP7wnvdNcQPs1nNXDYee5/gZVy/KJO0/q42X4XEj79YBGAqtYAJcBiVQ3FeYnvA485p0tI1PT5hC/ijL6o07QdPyd86stK5/SWnzvTY9uFjbHGi9LZfm2MNZ4mqrFnZhg3icgHwA9VdbHbtQCIiB8IqGqFiAwB3gOGOxfLGVOH19qvMV5nY6wxxsRn5wiaxhQA851TDgS42XaexhiTMjbGGmNMHPZNijHGGGOMMcZT7JoUY4wxxhhjjKfYQYoxxhhjjDHGU+wgxRhjjDHGGOMpdpBijDHGGGOM8RQ7SDHGGGOMMcZ4ih2kGGOMMcYYYzzl/wMIw6hYUsSWbAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 804.75x720 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.pairplot(iris,hue=\"Species\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "自定义函数pair_plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def pair_plot(df,plot_vars,colors,target_types,markers,color_col,marker_col,fig_size=(15,15)):\n",
    "    # 设置画布大小\n",
    "    plt.figure(figsize=fig_size)\n",
    "    plot_len = len(plot_vars)\n",
    "    index = 0\n",
    "    for p_col in range(plot_len):\n",
    "        col_index = 1\n",
    "        for p_row in range(plot_len):\n",
    "            index = index + 1\n",
    "            plt.subplot(plot_len, plot_len, index)\n",
    "            if p_row != p_col:\n",
    "                # 非对角位置，绘制散点图\n",
    "                df.apply(lambda row:plt.plot(row[plot_vars[p_row]],row[plot_vars[p_col]],\n",
    "                                              color=colors[int(row[color_col])],\n",
    "                                              marker=markers[int(row[marker_col])],linestyle=''),axis=1)\n",
    "            else:\n",
    "                # 对角位置，绘制密度图\n",
    "                for ci in range(len(colors)):\n",
    "                    sns.kdeplot(df.iloc[np.where(df[color_col]==ci)[0],p_row],\n",
    "                                shade=True, color=colors[ci],label=target_types[ci])\n",
    "            # 添加横纵坐标轴标签\n",
    "            if col_index == 1:\n",
    "                plt.ylabel(plot_vars[p_col])\n",
    "                col_index = col_index + 1\n",
    "            if p_col == plot_len - 1:\n",
    "                plt.xlabel(plot_vars[p_row])\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "基于pair_plot函数绘制散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "# 重置变量名称\n",
    "features = ['sepal_length','sepal_width','petal_length','petal_width']\n",
    "iris_df=iris.drop(columns='Species')\n",
    "iris_df.columns = features\n",
    "\n",
    "# 此处，我们建立两个新变量，都存储花色分类值，其中type对应真实类别，cluster对应预测类别\n",
    "iris_df['type'] = iris.Species\n",
    "iris_df['cluster'] = iris.Species\n",
    "\n",
    "# 将cluster变量转化为整数编码\n",
    "iris_df.cluster = iris_df.cluster.astype('category')\n",
    "iris_df.cluster = iris_df.cluster.cat.codes\n",
    "\n",
    "# 将type变量转化为整数编码\n",
    "iris_df.type = iris_df.type.astype('category')\n",
    "iris_df.type = iris_df.type.cat.codes\n",
    "\n",
    "# 获得花色类别列表\n",
    "types = iris.Species.value_counts().index.tolist()\n",
    "pair_plot(df=iris_df,\n",
    "          plot_vars=features,\n",
    "          colors=['#50B131','#F77189','#3BA3EC'], # 指定描述三种花对应的颜色\n",
    "          target_types = types,\n",
    "          markers= ['*','o','^'], # 指定预测类别cluster对应的形状\n",
    "          color_col='type', # 对应真实类别变量\n",
    "          marker_col='cluster') #  对应预测类别变量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "绘制三维散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D \n",
    "\n",
    "dims = {'x':'Sepal.Length','y':'Petal.Length','z':'Petal.Width'}\n",
    "types = iris.Species.value_counts().index.tolist()\n",
    "\n",
    "# 绘制散点图\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig)\n",
    "for iris_type in types:\n",
    "    tmp_data = iris[iris.Species==iris_type]\n",
    "    x,y,z = tmp_data[dims['x']], tmp_data[dims['x']], tmp_data[dims['z']]\n",
    "    ax.scatter(x, y, z, label=iris_type)\n",
    "\n",
    "# 绘制图例\n",
    "ax.legend(loc='upper left')\n",
    "\n",
    "# 添加坐标轴(顺序是Z, Y, X)\n",
    "ax.set_zlabel(dims['z'])\n",
    "ax.set_ylabel(dims['y'])\n",
    "ax.set_xlabel(dims['x'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "计算相关系数矩阵"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal.Length</th>\n",
       "      <th>Sepal.Width</th>\n",
       "      <th>Petal.Length</th>\n",
       "      <th>Petal.Width</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Sepal.Length</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.117570</td>\n",
       "      <td>0.871754</td>\n",
       "      <td>0.817941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sepal.Width</th>\n",
       "      <td>-0.117570</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.428440</td>\n",
       "      <td>-0.366126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petal.Length</th>\n",
       "      <td>0.871754</td>\n",
       "      <td>-0.428440</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.962865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Petal.Width</th>\n",
       "      <td>0.817941</td>\n",
       "      <td>-0.366126</td>\n",
       "      <td>0.962865</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Sepal.Length  Sepal.Width  Petal.Length  Petal.Width\n",
       "Sepal.Length      1.000000    -0.117570      0.871754     0.817941\n",
       "Sepal.Width      -0.117570     1.000000     -0.428440    -0.366126\n",
       "Petal.Length      0.871754    -0.428440      1.000000     0.962865\n",
       "Petal.Width       0.817941    -0.366126      0.962865     1.000000"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=iris.drop(columns='Species')\n",
    "corr = df.corr()\n",
    "corr"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "自定义函数corrplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def corrplot(corr,cmap,s):\n",
    "    #使用x,y,z来存储变量对应矩阵中的位置信息，以及相关系数\n",
    "    x,y,z = [],[],[]\n",
    "    N = corr.shape[0]\n",
    "    for row in range(N):\n",
    "        for column in range(N):\n",
    "            x.append(row)\n",
    "            y.append(N - 1 - column)\n",
    "            z.append(round(corr.iloc[row,column],2))\n",
    "    # 使用scatter函数绘制圆圈矩阵\n",
    "    sc = plt.scatter(x, y, c=z, vmin=-1, vmax=1, s=s*np.abs(z), cmap=plt.cm.get_cmap(cmap))\n",
    "    # 添加颜色板\n",
    "    plt.colorbar(sc)\n",
    "    # 设置横纵坐标轴的区间范围\n",
    "    plt.xlim((-0.5,N-0.5))\n",
    "    plt.ylim((-0.5,N-0.5))\n",
    "    # 设置横纵坐标轴值标签\n",
    "    plt.xticks(range(N),corr.columns,rotation=90)\n",
    "    plt.yticks(range(N)[::-1],corr.columns)\n",
    "    # 去掉默认网格\n",
    "    plt.grid(False)\n",
    "    # 使用顶部的轴做为横轴\n",
    "    ax = plt.gca()\n",
    "    ax.xaxis.set_ticks_position('top')\n",
    "    # 重新绘制网格线\n",
    "    internal_space = [0.5 + k for k in range(4)]\n",
    "    [plt.plot([m,m],[-0.5,N-0.5],c='lightgray') for m in internal_space]\n",
    "    [plt.plot([-0.5,N-0.5],[m,m],c='lightgray') for m in internal_space]\n",
    "    # 显示图形\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "绘制相关矩阵图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrplot(corr,cmap=\"Spectral\",s=2000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "绘制相关层次图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "mtcars = pd.read_csv(\"http://image.cador.cn/data/mtcars.csv\")\n",
    "mtcars.drop(columns=\"_\",inplace=True)\n",
    "\n",
    "# 计算第四种相异性度量\n",
    "d=np.sqrt(1-mtcars.corr()*mtcars.corr())\n",
    "\n",
    "from scipy.spatial.distance import pdist,squareform\n",
    "from scipy.cluster.hierarchy import linkage\n",
    "from scipy.cluster.hierarchy import dendrogram\n",
    "row_clusters = linkage(pdist(d,metric='euclidean'),method='ward')\n",
    "row_dendr = dendrogram(row_clusters,labels = d.index)\n",
    "plt.tight_layout()\n",
    "plt.ylabel('Euclidean distance')\n",
    "plt.plot([0,2000],[1.5,1.5],c='gray',linestyle='--')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
